Neural Network-Based Classification Project: Bank Customer Churn Prediction¶

Problem Statement¶

Context¶

Businesses like banks which provide service have to worry about problem of 'Customer Churn' i.e. customers leaving and joining another service provider. It is important to understand which aspects of the service influence a customer's decision in this regard. Management can concentrate efforts on improvement of service, keeping in mind these priorities.

Objective¶

You as a Data scientist with the bank need to build a neural network based classifier that can determine whether a customer will leave the bank or not in the next 6 months.

Data Dictionary¶

CustomerId: Unique ID which is assigned to each customer.
Surname: Last name of the customer.
CreditScore: It defines the credit history of the customer.
Geography: A customer’s location.
Gender: It defines the gender of the customer.
Age: Age of the customer.
Tenure: Number of years for which the customer has been with the bank.
NumOfProducts: Refers to the number of products that a customer has purchased through the bank.
Balance: Account balance.
HasCrCard: It is a categorical variable which decides whether the customer has credit card or not.
EstimatedSalary: Estimated salary.
IsActiveMember: Is is a categorical variable which decides whether the customer is active member of the bank or not (active member in the sense, using bank products regularly, making transactions etc).
Exited: Whether or not the customer left the bank within six month. It can take two values:
- 0 = No (customer did not leave the bank)
- 1 = Yes (customer left the bank)

Install additional libraries¶

# Install libraries for tensorflow
!pip install tensorflow

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Importing necessary libraries¶

# Import libraries for data manipulation
import re
import random
import numpy as np
import pandas as pd

# Import libraries for error handling
import warnings

# Import libraries for data visualization
import matplotlib.pyplot as plt
import seaborn as sns

#Import libraries for statistics
from scipy.stats import *

# Import libraries for scikit-learn
import sklearn as skl
from sklearn.tree import *
from sklearn.model_selection import *
from sklearn.metrics import *
from sklearn.preprocessing import *

# Import libraries for sampling
import imblearn as imb
from imblearn.over_sampling import *
from imblearn.under_sampling import *

# Import libraries for tensorflow
import tensorflow as tf
from tensorflow.keras import *
from tensorflow.keras.models import *
from tensorflow.keras.layers import *
from tensorflow.keras.backend import *
from tensorflow.keras.metrics import *
from tensorflow.keras.optimizers import *

# Apply settings

# Ignore warnings
warnings.filterwarnings('ignore')

# Set limit for the displayed columns in a DataFrame
pd.set_option('display.max_columns', 50)

# Set precision of floating numbers to 5 decimal points
pd.set_option('display.float_format', lambda x: '%.5f' % x)

# Set fixed seed for random number generators
random.seed(1)
np.random.seed(1)
tf.random.set_seed(1)

Loading the dataset¶

# Read the file
df = pd.read_csv('/content/bank_churn.csv')

Data Overview¶

# Display the rows and shape of the DataFrame
df

# Display the summary of the DataFrame
df.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 10000 entries, 0 to 9999
Data columns (total 14 columns):
 #   Column           Non-Null Count  Dtype  
---  ------           --------------  -----  
 0   RowNumber        10000 non-null  int64  
 1   CustomerId       10000 non-null  int64  
 2   Surname          10000 non-null  object 
 3   CreditScore      10000 non-null  int64  
 4   Geography        10000 non-null  object 
 5   Gender           10000 non-null  object 
 6   Age              10000 non-null  int64  
 7   Tenure           10000 non-null  int64  
 8   Balance          10000 non-null  float64
 9   NumOfProducts    10000 non-null  int64  
 10  HasCrCard        10000 non-null  int64  
 11  IsActiveMember   10000 non-null  int64  
 12  EstimatedSalary  10000 non-null  float64
 13  Exited           10000 non-null  int64  
dtypes: float64(2), int64(9), object(3)
memory usage: 1.1+ MB

# Display how many missing values are present in the dataset
df.isna().sum()

RowNumber          0
CustomerId         0
Surname            0
CreditScore        0
Geography          0
Gender             0
Age                0
Tenure             0
Balance            0
NumOfProducts      0
HasCrCard          0
IsActiveMember     0
EstimatedSalary    0
Exited             0
dtype: int64

# Display how many duplicate records are present in the dataset
df.duplicated().sum()

0

# Display how many duplicate customerIds are present in the dataset
df[df['RowNumber'].duplicated() == True]

# Display how many duplicate customerIds are present in the dataset
df[df['CustomerId'].duplicated() == True]

# Display unique values in the dataset
df.nunique()

RowNumber          10000
CustomerId         10000
Surname             2932
CreditScore          460
Geography              3
Gender                 2
Age                   70
Tenure                11
Balance             6382
NumOfProducts          4
HasCrCard              2
IsActiveMember         2
EstimatedSalary     9999
Exited                 2
dtype: int64

# Display the statistical summary of all columns
df.describe(include = 'all').transpose()

# Create a list of variables that will group all categorical columns and numerical columns
cat_cols = ['Geography', 'Gender', 'HasCrCard', 'IsActiveMember', 'Exited']
num_cols = ['CreditScore', 'Age', 'Tenure', 'Balance', 'NumOfProducts', 'EstimatedSalary']

# Display the count of unique categorical values in each column
for cat_col in cat_cols:
  print(df[cat_col].value_counts(dropna = False))
  print('-' * 50)

France     5014
Germany    2509
Spain      2477
Name: Geography, dtype: int64
--------------------------------------------------
Male      5457
Female    4543
Name: Gender, dtype: int64
--------------------------------------------------
1    7055
0    2945
Name: HasCrCard, dtype: int64
--------------------------------------------------
1    5151
0    4849
Name: IsActiveMember, dtype: int64
--------------------------------------------------
0    7963
1    2037
Name: Exited, dtype: int64
--------------------------------------------------

# Display the percentage of unique categorical values in each column
for cat_col in cat_cols:
  print(df[cat_col].value_counts(normalize = True, dropna = False).mul(100))
  print('-' * 50)

France    50.14000
Germany   25.09000
Spain     24.77000
Name: Geography, dtype: float64
--------------------------------------------------
Male     54.57000
Female   45.43000
Name: Gender, dtype: float64
--------------------------------------------------
1   70.55000
0   29.45000
Name: HasCrCard, dtype: float64
--------------------------------------------------
1   51.51000
0   48.49000
Name: IsActiveMember, dtype: float64
--------------------------------------------------
0   79.63000
1   20.37000
Name: Exited, dtype: float64
--------------------------------------------------

Observations:

The dataset contains 10,000 rows with 14 columns.
The size of the DataFrame is 1.1 MB.
The dataset has no duplicate records or duplicate RowNumber/ CustomerId.
There are no missing values in the dataset.
There are 3 data types in the dataset:
- int64 (9): RowNumber, CustomerId, CreditScore, Age, Tenure, NumOfProducts, HasCrCard, IsActiveMember, Exited
- object (3): Surname, Geography, Gender
- float64 (2): Balance, EstimatedSalary
The column Geography contains 3 unique values:
- France - 5,014
- Germany - 2,509
- Spain - 2,477
The column Gender contains 2 unique values:
- Male - 5,457
- Female - 4,543
The column HasCrCard contains 2 unique values:
- 1 - 7,055
- 0 - 2,945
The column IsActiveMember contains 2 unique values:
- 1 - 5,151
- 0 - 4,849
The column Exited contains 2 unique values:
- 0 - 7,963
- 1 - 2,037

Exploratory Data Analysis¶

Function Definition¶

# User-defined functions
def show_boxplot_histplot(data, feature, hue = None, figsize = (11.75, 7), kde = True, bins = None):
  '''
  Description: Function to plot a boxplot and a histogram along the same scale
  Parameters:
    data: pandas.core.frame.DataFrame, required
      The DataFrame of the two-dimensional tabular data
    feature: str, required
      Name of the feature column
    hue: str, optional
      To show the hue, default: None
    figsize: tuple, optional
      The figure size in inches, default: (11.75, 7)
    kde: bool, optional
      To show the kernel density estimate, default: True
    bins: int, optional
      The number of bins for histogram, default: None
  '''
  # Creating the 2 subplots
  f2, (ax_box2, ax_hist2) = plt.subplots(
    nrows = 2,
    sharex = True,
    gridspec_kw = {'height_ratios': (0.25, 0.75)},
    figsize = figsize
  )

  # Adjust the subplot layout parameters
  f2.subplots_adjust(hspace = 0.25)

  # Create the boxplot with a star to indicate the mean value of the column
  sns.boxplot(data = data, x = feature, hue = hue, ax = ax_box2, showmeans = True, color = 'violet')

  # Create the histogram
  if bins:
    sns.histplot(data = data, x = feature, hue = hue, kde = kde, ax = ax_hist2, ins = bins, palette = 'winter')
  else:
    sns.histplot(data = data, x = feature, hue = hue, kde = kde, ax = ax_hist2)

  # Add mean to the histogram
  ax_hist2.axvline(data[feature].mean(), color = 'green', linestyle = '--')

  # Add median to the histogram
  ax_hist2.axvline(data[feature].median(), color = 'black', linestyle = '-')

  # Set title
  ax_box2.set_title(('Boxplot of ' + feature), fontsize = 11)
  ax_hist2.set_title(('Distribution of ' + feature), fontsize = 11)

def show_countplot(data, feature, hue = None, n = None, ascending = False, figsize = (11.75, 5)):
  '''
  Description: Function to plot a barplot with labeled percentage or count
  Parameters:
    data: pandas.core.frame.DataFrame, required
      The DataFrame of the two-dimensional tabular data
    feature: str, required
      Name of the feature column
    hue: str, optional
      To show the hue, default: None
    n: int, optional
      To show the top n category levels, default: None (display all levels)
    ascending: bool, optional
      To sort the bar by count, default: False
    figsize: tuple, optional
      The figure size in inches, default: (11.75, 5)
  '''
  total = len(data[feature])
  count = data[feature].nunique()
  order = data[feature].value_counts().index.tolist()[:n]

  if ascending == True:
    order.reverse()

  plt.figure(figsize = figsize)
  plt.xticks(rotation = 90)
  plt.xlim(0, data[feature].value_counts().tolist()[0] * 1.5)

  if hue == None:
    hue = feature

  ax = sns.countplot(data = data, y = feature, hue = hue, palette = 'Paired', order = order, legend = False)

  ax.set_title('Number of ' + feature, fontsize = 11)

  for patch in ax.patches:
    x = patch.get_x() + patch.get_width()
    y = patch.get_y() + patch.get_height() / 1.75
    cnt = ('{:.0f}').format(patch.get_width())
    pct = ('{:.2f}%').format(100 * patch.get_width() / len(data))

    ax.annotate(cnt + ' (' + pct + ')', (x, y), ha = 'left', va = 'center', xytext = (0, 2.5), textcoords = 'offset points')

  plt.show()

def get_outliers(data, feature):
  '''
  Description: Function that will return the outliers from a DataFrame
  Parameters:
    data: pandas.core.frame.DataFrame, required
      The DataFrame of the two-dimensional tabular data
    feature: str, required
      Name of the feature column
  '''
  q1 = data[feature].quantile(0.25)
  q3 = data[feature].quantile(0.75)

  iqr = q3 - q1

  data = data[((data[feature] < (q1 - 1.5 * iqr)) | (data[feature] > (q3 + 1.5 * iqr)))]

  return data

def show_pairplot(data, diag_kind = 'kde', size = 2, hue = None):
  '''
  Description: Function to plot a barplot with labeled percentage or count
  Parameters:
    data: pandas.core.frame.DataFrame, required
      The DataFrame of the two-dimensional tabular data
    diag_kind: str, optional
      The type of pairplot diagram, default: kde
    size: int, optional
      The plot size in inches, default: 2
    hue: str, optional
      To show the hue, default: None
  '''
  if hue:
    ax = sns.pairplot(data = data, diag_kind = 'kde', size = size, hue = hue)
    ax.fig.suptitle('Relationship of Numerical Variables with regards to ' + hue, y = 1.005, size = 11)
  else:
    ax = sns.pairplot(data = data, diag_kind = 'kde', size = size)
    ax.fig.suptitle('Relationship of Numerical Variables', y = 1.005, size = 11)

  plt.show()

def show_heatmap(data, figsize = (12, 9), cmap = 'Spectral', annot = True, vmin = -1, vmax = 1, fmt = '.2f'):
  '''
  Description: Function to plot a barplot with labeled percentage or count
  Parameters:
    data: pandas.core.frame.DataFrame, required
      The DataFrame of the two-dimensional tabular data
    figsize: tuple, optional
      The figure size in inches, default: (12, 9)
    cmap: str, optional
      To color map name, default: Spectral
    vmin: float, optional
      The minimum value to anchor the color map, default: -1
    vmax: float, optional
      The maximum value to anchor the color map, default: 1
    fmt: str, optional
      The formatting used in the annotation, default: .2f
  '''
  plt.figure(figsize = figsize)

  ax = sns.heatmap(data.corr(), annot = annot, vmin = vmin, vmax = vmax, fmt = fmt, cmap = cmap)

  ax.set_title('Correlation of Numerical Variables', fontsize = 11)

  plt.show()

def show_distplot_boxplot(data, feature, target, figsize = (10, 7)):
  '''
  Description: Function to plot a histogram and a boxplot with hue along the same scale
  Parameters:
    data: pandas.core.frame.DataFrame, required
      The DataFrame of the two-dimensional tabular data
    feature: str, required
      Name of the feature column
    target: str, required
      To show the diagrams based on the target's value
    figsize: tuple, optional
      The figure size in inches, default: (10, 7)
  '''
  fig, axs = plt.subplots(2, 2, figsize = figsize)

  target_uniq = data[target].unique()

  axs[0, 0].set_title('Distribution of ' + feature + ' for ' + target + ' = ' + str(target_uniq[0]), fontsize = 11)
  sns.histplot(data = data[data[target] == target_uniq[0]],x = feature, kde = True, ax = axs[0, 0], color = 'teal', stat = 'density')

  axs[0, 1].set_title('Distribution of ' + feature + ' for ' + target + ' = ' + str(target_uniq[1]), fontsize = 11)
  sns.histplot(data = data[data[target] == target_uniq[1]], x = feature, kde = True, ax = axs[0, 1], color = 'orange', stat = 'density')

  axs[1, 0].set_title('Boxplot of ' + feature + ' w/ regards to ' + target, fontsize = 11)
  sns.boxplot(data = data, x = target, y = feature, hue = target, ax = axs[1, 0], palette = 'gist_rainbow', legend = False)

  axs[1, 1].set_title('Boxplot (w/o outliers) of ' + feature + ' w/ regards to ' + target, fontsize = 11)
  sns.boxplot(data = data, x = target, y = feature, hue = target, ax = axs[1, 1], showfliers = False, palette = 'gist_rainbow', legend = False)

  plt.tight_layout()
  plt.show()

def show_stackedbarplot(data, feature, target, figsize = (5, 3)):
  '''
  Description: Function to plot a stacked barplot with hue within the same bar
  Parameters:
    data: pandas.core.frame.DataFrame, required
      The DataFrame of the two-dimensional tabular data
    feature: str, required
      Name of the feature column
    target: str, required
      To display the hue within the same plot using the target's value
    figsize: tuple, optional
      The figure size in inches, default: (5, 3)
  '''
  count = data[feature].nunique()
  sorter = data[target].value_counts().index[-1]
  tab1 = pd.crosstab(data[feature], data[target], margins = True)

  display(tab1)

  tab2 = pd.crosstab(data[feature], data[target], normalize = 'index').sort_values(by = sorter, ascending = False)
  ax = tab2.plot(kind = 'bar', stacked = True, figsize = figsize)
  ax.set_title('Stacked Barplot of ' + feature + ' w/ regards to ' + target, fontsize = 11)

  plt.legend(loc = 'lower left', frameon = False)
  plt.legend(loc = 'upper left', bbox_to_anchor = (1, 1))
  plt.show()

def show_pointplot(data, feature, category, target, estimator = 'mean', figsize = (5, 3)):
  '''
  Description: Function to plot a pointlot with category variable and hue
  Parameters:
    data: pandas.core.frame.DataFrame, required
      The DataFrame of the two-dimensional tabular data
    feature: str, required
      Name of the feature column
    category: str, required
      Name of the categorical column
    target: str, required
      To display the hue within the same plot using the target's value
    estimator: str, required
      The calculated cetral tendency of the feature , default: mean
    figsize: tuple, optional
      The figure size in inches, default: (5, 3)
  '''
  plt.figure(figsize = figsize)

  ax = sns.pointplot(data = data, y = feature, x = category, hue = target, estimator = estimator)
  ax.set_title('Pointplot of ' + feature + ' per ' + category + ' w/ regards to ' + target, fontsize = 11)

  plt.show()

def show_significance(data, target, significance_level = 0.05):
  '''
  Description: Function to significance of each feature variables vs target variable
  Parameters:
    data: pandas.core.frame.DataFrame, required
      The DataFrame of the two-dimensional tabular data
    target: str, required
      To display the hue within the same plot using the target's value
    significance_level: float, optional
      The significance level where the p_value will be compared with, default: 0.05
  '''
  for feature in list(data.columns):
    if target != feature:
      crosstab = pd.crosstab(data[target], data[feature])

      chi, p_value, dof, expected = chi2_contingency(crosstab)

      if p_value < significance_level:
        print('*', feature, 'score has an effect on', target, 'as the p_value', p_value.round(3), '< significance_level', significance_level)
      else:
        print(' ', feature, 'score has no effect on', target, 'as the p_value', p_value.round(3), '>= significance_level', significance_level)

Univariate Analysis¶

Observations on Geography:¶

# Display the number of customers with regards to Geography
show_countplot(data = df, feature = 'Geography', figsize = (11.75, 2))

Observations:

Geography shows a higher number of customers are located in France (with 5,014). List is followed by:
- Germany (with 2,509)
- Spain (with 2,477)

Observations on Gender:¶

# Display the number of customers with regards to Gender
show_countplot(data = df, feature = 'Gender', figsize = (11.75, 2))

Observations:

Gender shows a higher number of customers are male gender (with 5,457) compared to customers that are female gender (with 4,543).

Observations on HasCrCard:¶

# Display the number of customers with regards to HasCrCard
show_countplot(data = df, feature = 'HasCrCard', figsize = (11.75, 2))

Observations:

HasCrCard shows a higher number of customers who have a credit card (with 7,055) compared to customers who don't have a credit card (with 2,945).

Observations on IsActiveMember:¶

# Display the number of customers with regards to IsActiveMember
show_countplot(data = df, feature = 'IsActiveMember', figsize = (11.75, 2))

Observations:

IsActiveMember shows a higher number of customers who are active members (with 5,151) compared to customers who are not active members (with 4,849).

Observations on Exited:¶

# Display the number of customers with regards to Exited
show_countplot(data = df, feature = 'Exited', figsize = (11.75, 2))

Observations:

Exited shows a higher number of customers who have not churned (with 7,963) compared to customers who have churned (with 2,037).

Observations on CreditScore:¶

# Display the distribution of customers with regards to CreditScore
show_boxplot_histplot(data = df, feature = 'CreditScore')

# Create a dataset of outliers for CreditScore
df_creditscore_outliers = get_outliers(data = df, feature = 'CreditScore')

df_creditscore_outliers

Observations:

CreditScore does have a slightly sharp bell curve and follows normal distribution.
This column is slightly left skewed.
There are 15 outliers present in this column.
The mean value is near the median.
The mean and median credit score is close to 652.

Observations on Age:¶

# Display the distribution of customers with regards to Age
show_boxplot_histplot(data = df, feature = 'Age')

# Create a dataset of outliers for Age
df_age_outliers = get_outliers(data = df, feature = 'Age')

df_age_outliers

Observations:

Age does have a slightly sharp bell curve and follows normal distribution.
This column is right skewed.
There are 359 outliers present in this column.
The mean value is near the median.
The mean and median age is close to 38 years old.

Observations on Tenure:¶

# Display the distribution of customers with regards to Tenure
show_boxplot_histplot(data = df, feature = 'Tenure')

Observations:

Tenure follows a slightly uniform distributions.
There are no outliers present in this column.
The mean value is near the median.
The mean and median tenure is close to 5 years old.

Observations on Balance:¶

# Display the distribution of customers with regards to Balance
show_boxplot_histplot(data = df, feature = 'Balance')

Observations:

Balance follows a bimodal distribution.
This column is slightly left skewed.
There are no outliers present in this column.
The mean value is around 76,485.89.
The median value is 97,198.54.

Observations on NumOfProducts:¶

# Display the distribution of customers with regards to NumOfProducts
show_boxplot_histplot(data = df, feature = 'NumOfProducts')

# Create a dataset of outliers for NumOfProducts
df_numofproducts_outliers = get_outliers(data = df, feature = 'NumOfProducts')

df_numofproducts_outliers

Observations:

NumOfProducts follows a multimodal distributions.
There are 60 outliers present in this column.
The mean value is around 1.5.
The median value is 1.

Observations on EstimatedSalary:¶

# Display the distribution of customers with regards to EstimatedSalary
show_boxplot_histplot(data = df, feature = 'EstimatedSalary')

Observations:

EstimatedSalary follows a slightly uniform distributions.
There are no outliers present in this column.
The mean value is near the median.
The mean and median estimated salary is close to 100,000.

Multivariate Analysis¶

Observations on Numerical Variable Relationships:¶

# Display the relationships of Numerical Variables
show_heatmap(data = df[num_cols], figsize = (15, 11))

# Display the relationships of Numerical Variables with regards to Exited
show_pairplot(data = df[num_cols + ['Exited']], hue = 'Exited')

Observations:

The orange spots are the customers who left (Exited = 1) while the blue spots are the existing customers (Exited = 0).
All the numerical columns shows small correlation.

Observations on CreditScore:¶

# Display the distribution of CreditScore with regards to Exited
show_distplot_boxplot(data = df, feature = 'CreditScore', target = 'Exited', figsize = (12, 7))

# Display the distribution of CreditScore per Geography with regards to Exited
show_pointplot(data = df, feature = 'CreditScore', category = 'Geography', target = 'Exited', figsize = (9, 3))

# Display the distribution of CreditScore per HasCrCard with regards to Exited
show_pointplot(data = df, feature = 'CreditScore', category = 'HasCrCard', target = 'Exited', figsize = (9, 3))

# Display the distribution of CreditScore per IsActiveMember with regards to Exited
show_pointplot(data = df, feature = 'CreditScore', category = 'IsActiveMember', target = 'Exited', figsize = (9, 3))

Observations:

CreditScore shows that the majority of customers who have churned do have slightly lower credit score compared to existing customers.
The median credit score is close to 652 for both churned and existing customers.
There are outliers in credit score only for churned customers.

Observations on Age:¶

# Display the distribution of Age with regards to Exited
show_distplot_boxplot(data = df, feature = 'Age', target = 'Exited', figsize = (12, 7))

# Display the distribution of Age per Geography with regards to Exited
show_pointplot(data = df, feature = 'Age', category = 'Geography', target = 'Exited', figsize = (9, 3))

# Display the distribution of Age per HasCrCard with regards to Exited
show_pointplot(data = df, feature = 'Age', category = 'HasCrCard', target = 'Exited', figsize = (9, 3))

# Display the distribution of Age per IsActiveMember with regards to Exited
show_pointplot(data = df, feature = 'Age', category = 'IsActiveMember', target = 'Exited', figsize = (9, 3))

Observations:

Age shows that the majority of customers who have churned do have significantly older age compared to existing customers.
The median age is 45 years old for churned customers.
The median age is 36 years old for existing customers.

Observations on Tenure:¶

# Display the distribution of Tenure with regards to Exited
show_distplot_boxplot(data = df, feature = 'Tenure', target = 'Exited', figsize = (12, 7))

# Display the distribution of Tenure per Geography with regards to Exited
show_pointplot(data = df, feature = 'Tenure', category = 'Geography', target = 'Exited', figsize = (9, 3))

# Display the distribution of Tenure per HasCrCard with regards to Exited
show_pointplot(data = df, feature = 'Tenure', category = 'HasCrCard', target = 'Exited', figsize = (9, 3))

# Display the distribution of Tenure per IsActiveMember with regards to Exited
show_pointplot(data = df, feature = 'Tenure', category = 'IsActiveMember', target = 'Exited', figsize = (9, 3))

Observations:

Tenure shows that the majority of customers do not have significant difference in tenure for both churned and existing customers.
The median tenure is 5 years for both churned and existing customers.

Observations on Balance:¶

# Display the distribution of Balance with regards to Exited
show_distplot_boxplot(data = df, feature = 'Balance', target = 'Exited', figsize = (12, 7))

# Display the distribution of Balance per Geography with regards to Exited
show_pointplot(data = df, feature = 'Balance', category = 'Geography', target = 'Exited', figsize = (9, 3))

# Display the distribution of Balance per HasCrCard with regards to Exited
show_pointplot(data = df, feature = 'Balance', category = 'HasCrCard', target = 'Exited', figsize = (9, 3))

# Display the distribution of Balance per IsActiveMember with regards to Exited
show_pointplot(data = df, feature = 'Balance', category = 'IsActiveMember', target = 'Exited', figsize = (9, 3))

Observations:

Balance shows that the majority of customers who have churned do have significantly higher balance compared to existing customers.
The median balance is close to 109,349 for churned customers.
The median balance is close to 92,072 for existing customers.

Observations on NumOfProducts:¶

# Display the distribution of NumOfProducts with regards to Exited
show_distplot_boxplot(data = df, feature = 'NumOfProducts', target = 'Exited', figsize = (12, 7))

# Display the distribution of NumOfProducts per Geography with regards to Exited
show_pointplot(data = df, feature = 'NumOfProducts', category = 'Geography', target = 'Exited', figsize = (9, 3))

# Display the distribution of NumOfProducts per HasCrCard with regards to Exited
show_pointplot(data = df, feature = 'NumOfProducts', category = 'HasCrCard', target = 'Exited', figsize = (9, 3))

# Display the distribution of NumOfProducts per IsActiveMember with regards to Exited
show_pointplot(data = df, feature = 'NumOfProducts', category = 'IsActiveMember', target = 'Exited', figsize = (9, 3))

Observations:

NumOfProducts shows that the majority of customers who have churned do have slightly lower number of products compared to existing customers.
The median number of products is 1 for churned customers.
The median number of products is 2 for existing customers.

Observations on EstimatedSalary:¶

# Display the distribution of EstimatedSalary with regards to Exited
show_distplot_boxplot(data = df, feature = 'EstimatedSalary', target = 'Exited', figsize = (12, 7))

# Display the distribution of EstimatedSalary per Geography with regards to Exited
show_pointplot(data = df, feature = 'EstimatedSalary', category = 'Geography', target = 'Exited', figsize = (9, 3))

# Display the distribution of EstimatedSalary per HasCrCard with regards to Exited
show_pointplot(data = df, feature = 'EstimatedSalary', category = 'HasCrCard', target = 'Exited', figsize = (9, 3))

# Display the distribution of EstimatedSalary per IsActiveMember with regards to Exited
show_pointplot(data = df, feature = 'EstimatedSalary', category = 'IsActiveMember', target = 'Exited', figsize = (9, 3))

Observations:

EstimatedSalary shows that the majority of customers do not have significant difference in estimated salary for both churned and existing customers.
The median salary is close to 102,460 for churned customers.
The median salary is close to 99,645 for existing customers.

Observations on Geography:¶

# Display the distribution of Geography with regards to Exited
show_stackedbarplot(data = df, feature = 'Geography', target = 'Exited')

Observations:

Geography shows a higher percentage of customers who have churned are located in Germany (with 32.44%). List is followed by:
- Spain (with 16.67%)
- France (with 16.15%)

Observations on Gender:¶

# Display the distribution of Gender with regards to Exited
show_stackedbarplot(data = df, feature = 'Gender', target = 'Exited')

Observations:

Gender shows a higher percentage of customers who have churned are female gender (with 25.07%) compared to customers with male gender (with 16.46%).

Observations on HasCrCard:¶

# Display the distribution of HasCrCard with regards to Exited
show_stackedbarplot(data = df, feature = 'HasCrCard', target = 'Exited')

Observations:

HasCrCard shows a slightly higher percentage of customers who have churned have no credit card (with 20.81%) compared to customers who have a credit card (with 20.18%).

Observations on IsActiveMember:¶

# Display the distribution of IsActiveMember with regards to Exited
show_stackedbarplot(data = df, feature = 'IsActiveMember', target = 'Exited')

Observations:

IsActiveMember shows a higher percentage of customers who have churned are not active members (with 26.85%) compared to customers who are active members (with 14.27%).

Observations on Chi-Square Test:¶

# Display the significance of each feature with regards to Exited
show_significance(data = df[cat_cols + num_cols], target = 'Exited')

* Geography score has an effect on Exited as the p_value 0.0 < significance_level 0.05
* Gender score has an effect on Exited as the p_value 0.0 < significance_level 0.05
  HasCrCard score has no effect on Exited as the p_value 0.492 >= significance_level 0.05
* IsActiveMember score has an effect on Exited as the p_value 0.0 < significance_level 0.05
* CreditScore score has an effect on Exited as the p_value 0.049 < significance_level 0.05
* Age score has an effect on Exited as the p_value 0.0 < significance_level 0.05
  Tenure score has no effect on Exited as the p_value 0.178 >= significance_level 0.05
* Balance score has an effect on Exited as the p_value 0.0 < significance_level 0.05
* NumOfProducts score has an effect on Exited as the p_value 0.0 < significance_level 0.05
  EstimatedSalary score has no effect on Exited as the p_value 0.492 >= significance_level 0.05

Observations:

The following columns show a significant correlation with Exited using the Chi-Square test:
- CreditScore
- Age
- Balance
- NumOfProducts
- Geography
- Gender
- IsActiveMember
All other columns shows no significant correlation with Exited.

Key Observations on Exploratory Data Analysis¶

# Display the statistical summary of all columns for churned customer
df[df['Exited'] == 1].describe(include = 'all').transpose()

# Display the statistical summary of all columns for existing customer
df[df['Exited'] == 0].describe(include = 'all').transpose()

As observed during visualizations and in Chi-Square test, the following columns show a significant correlation with Exited:
- CreditScore
- Age
- Balance
- NumOfProducts
- Geography
- Gender
- IsActiveMember
Geography shows a higher percentage of customers who have churned are located in Germany (with 32.44%). List is followed by:
- Spain (with 16.67%)
- France (with 16.15%)
Gender shows a higher percentage of customers who have churned are female gender (with 25.07%) compared to customers with male gender (with 16.46%).
IsActiveMember shows a higher percentage of customers who have churned are not active members (with 26.85%) compared to customers who are active members (with 14.27%).
CreditScore shows that the majority of customers who have churned do have slightly lower credit score (mean value close to 645) compared to existing customers (mean value close to 651).
Age shows that the majority of customers who have churned do have significantly older age (mean value close to 44 years old) compared to existing customers (mean value close to 37 years old).
Balance shows that the majority of customers who have churned do have significantly higher balance (mean value close to 91,108) compared to existing customers (mean value close to 72,745).
NumOfProducts shows that the majority of customers who have churned do have slightly lower number of products (mean value close to 1.4) compared to existing customers (mean value close to 1.5).
The following columns contain outliers:
- CreditScore
- Age
- NumOfProducts

Data Preprocessing¶

Function Definition¶

# User-defined functions
def show_boxplot_outliers(data, num_cols, figsize = (10, 10)):
  '''
  Description: Function to plot multiple boxplot to display the outliers
  Parameters:
    data: pandas.core.frame.DataFrame, required
      The DataFrame of the two-dimensional tabular data
    num_cols: list, required
      The column names of numeric columns
    figsize: tuple, optional
      The figure size in inches, default: (10, 10)
  '''
  plt.figure(figsize = figsize)

  for i, variable in enumerate(num_cols):
      plt.subplot(4, 4, i + 1)
      plt.boxplot(data[variable], whis = 1.5)
      plt.tight_layout()
      plt.title(variable)

  plt.show()

Outlier Detection¶

# Display if there are outliers in the numerical columns
show_boxplot_outliers(data = df, num_cols = num_cols)

Observations:

The following columns contain outliers:
- CreditScore
- Age
- NumOfProducts
These outliers will be treated in data normalization step.

Train-Validation-Test Split¶

# Create a copy of the DataFrame and drop columns that are not needed in the analysis
df_modeling = df.drop(['RowNumber', 'CustomerId', 'Surname'], axis = 1, errors = 'ignore')

df_modeling

# Create independent variable
if 'Exited' in df_modeling.dtypes:
  x = df_modeling.drop('Exited', axis = 1)

# Create dependent variable
if 'Exited' in df_modeling.dtypes:
  y = df_modeling.pop('Exited')

# Split the training, testing, and validation data
x_temp, x_test, y_temp, y_test = train_test_split(x, y, test_size = 0.20, random_state = 1, stratify = y, shuffle = True)

x_train, x_val, y_train, y_val = train_test_split(x_temp, y_temp, test_size = 0.25, random_state = 1, stratify = y_temp, shuffle = True)

# Display the shape of training data
x_train.shape

(6000, 10)

# Display the shape of validation data
x_val.shape

(2000, 10)

# Display the shape of testing data
x_test.shape

(2000, 10)

Observations:

The columns RowNumber, CustomerId and Surname were dropped since they will not be used in building the model.
The training set has a shape of 6,000 rows with 10 columns, while the validation and testing sets have a shape of 2,000 rows with 10 columns.

Dummy Variable Creation¶

# Encode the categorical variables of training, testing, and testing data
x_train = pd.get_dummies(x_train, columns = ['Geography', 'Gender'], drop_first = True)
x_test = pd.get_dummies(x_test, columns = ['Geography', 'Gender'], drop_first = True)
x_val = pd.get_dummies(x_val, columns = ['Geography', 'Gender'], drop_first = True)

# Display the shape of training data
x_train.shape

(6000, 11)

# Display the shape of validation data
x_val.shape

(2000, 11)

# Display the shape of testing data
x_test.shape

(2000, 11)

# Display the summary of the training data
x_train.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 6000 entries, 4472 to 29
Data columns (total 11 columns):
 #   Column             Non-Null Count  Dtype  
---  ------             --------------  -----  
 0   CreditScore        6000 non-null   int64  
 1   Age                6000 non-null   int64  
 2   Tenure             6000 non-null   int64  
 3   Balance            6000 non-null   float64
 4   NumOfProducts      6000 non-null   int64  
 5   HasCrCard          6000 non-null   int64  
 6   IsActiveMember     6000 non-null   int64  
 7   EstimatedSalary    6000 non-null   float64
 8   Geography_Germany  6000 non-null   uint8  
 9   Geography_Spain    6000 non-null   uint8  
 10  Gender_Male        6000 non-null   uint8  
dtypes: float64(2), int64(6), uint8(3)
memory usage: 439.5 KB

# Display the summary of the validation data
x_val.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2000 entries, 4693 to 627
Data columns (total 11 columns):
 #   Column             Non-Null Count  Dtype  
---  ------             --------------  -----  
 0   CreditScore        2000 non-null   int64  
 1   Age                2000 non-null   int64  
 2   Tenure             2000 non-null   int64  
 3   Balance            2000 non-null   float64
 4   NumOfProducts      2000 non-null   int64  
 5   HasCrCard          2000 non-null   int64  
 6   IsActiveMember     2000 non-null   int64  
 7   EstimatedSalary    2000 non-null   float64
 8   Geography_Germany  2000 non-null   uint8  
 9   Geography_Spain    2000 non-null   uint8  
 10  Gender_Male        2000 non-null   uint8  
dtypes: float64(2), int64(6), uint8(3)
memory usage: 146.5 KB

# Display the summary of the testing data
x_test.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2000 entries, 4466 to 8350
Data columns (total 11 columns):
 #   Column             Non-Null Count  Dtype  
---  ------             --------------  -----  
 0   CreditScore        2000 non-null   int64  
 1   Age                2000 non-null   int64  
 2   Tenure             2000 non-null   int64  
 3   Balance            2000 non-null   float64
 4   NumOfProducts      2000 non-null   int64  
 5   HasCrCard          2000 non-null   int64  
 6   IsActiveMember     2000 non-null   int64  
 7   EstimatedSalary    2000 non-null   float64
 8   Geography_Germany  2000 non-null   uint8  
 9   Geography_Spain    2000 non-null   uint8  
 10  Gender_Male        2000 non-null   uint8  
dtypes: float64(2), int64(6), uint8(3)
memory usage: 146.5 KB

Observations:

The column Geography was subjected to one-hot encoding to treat the categorical data and was converted to:
- Geography_Germany
- Geography_Spain
The column Gender was also subjected to one-hot encoding to treat the categorical data and was converted to:
- Gender_Male
The training set now has a shape of 6,000 rows with 11 columns, while the validation and testing sets now have a shape of 2,000 rows with 11 columns.

Data Normalization¶

# Display the statistical summary of all columns for training data
x_train.describe(include = 'all').transpose()

# Display the statistical summary of all columns for validation data
x_val.describe(include = 'all').transpose()

# Display the statistical summary of all columns for testing data
x_test.describe(include = 'all').transpose()

# Normalize the values of numeric columns
cols_num_norm = ['CreditScore', 'Age', 'Tenure', 'Balance', 'EstimatedSalary']

ssc = StandardScaler()

x_train[cols_num_norm] = ssc.fit_transform(x_train[cols_num_norm])
x_val[cols_num_norm] = ssc.transform(x_val[cols_num_norm])
x_test[cols_num_norm] = ssc.transform(x_test[cols_num_norm])

# Display the statistical summary of all columns for training data
x_train.describe(include = 'all').transpose()

# Display the statistical summary of all columns for validation data
x_val.describe(include = 'all').transpose()

# Display the statistical summary of all columns for testing data
x_test.describe(include = 'all').transpose()

Observations:

The columns CreditScore, Age, Tenure, Balance and EstimatedSalary were scaled to normal distributed data to prevent large values from dominating the smaller values.

Model Building¶

Function Definition¶

# User-defined functions
def show_confusion_matrix(target, predictors, title = '', figsize = (6, 4)):
  '''
  Description: Function to plot the confusion matrix with percentages
  Parameters:
    target: pandas.core.series.Series, required
      The values of actual data
    predictors: pandas.core.series.Series, required
      The values of predicted data
    title: string, optional
      The title of the confusion matrix, default: ''
    figsize: tuple, optional
      The figure size in inches, default: (6, 4)
  '''
  cm = confusion_matrix(target, predictors)
  labels = np.asarray([
    ['{0:0.0f}'.format(item) + '\n{0:.2%}'.format(item / cm.flatten().sum())]
    for item in cm.flatten()
  ]).reshape(2, 2)

  plt.figure(figsize = figsize)

  ax = sns.heatmap(cm, annot = labels, fmt = '')
  ax.set_title('Confusion Matrix ' + title, fontsize = 11)

  plt.ylabel('True Label')
  plt.xlabel('Predicted Label')

def show_confusion_matrix_sklearn(model, predictors, target, title = '', figsize = (6, 4)):
  '''
  Description: Function to plot the confusion matrix with percentages
  Parameters:
    model: sklearn.tree.DecisionTreeClassifier, required
      The DataFrame of the two-dimensional tabular data
    predictors: pandas.core.frame.DataFrame, required
      The DataFrame of the independent variables
    target: str, required
      The depedent variable
  '''
  # Predict using the independent variables
  y_pred = model.predict(predictors)

  # Create confusion matrix
  cm = confusion_matrix(target, y_pred)
  labels = np.asarray([
    ['{0:0.0f}'.format(item) + '\n{0:.2%}'.format(item / cm.flatten().sum())]
    for item in cm.flatten()
  ]).reshape(2, 2)

  plt.figure(figsize = figsize)

  ax = sns.heatmap(cm, annot = labels, fmt = '')
  ax.set_title('Confusion Matrix ' + title, fontsize = 11)

  plt.ylabel('True label')
  plt.xlabel('Predicted label')

def show_lineplot(data_train, data_val, feature_name, labels, loc = 'upper left', figsize = (8, 5)):
  '''
  Description: Function to plot a histogram and a boxplot with hue along the same scale
  Parameters:
    data_train: list, required
      The list of training data
    data_val: list, required
      The list of validation data
    labels: list, optional
      The list of labels for training/ validation data
    loc: str, optional
      The location of the label, default: upper left
    figsize: tuple, optional
      The figure size in inches, default: (11.75, 5)
  '''
  plt.figure(figsize = figsize)
  plt.plot(data_train)
  plt.plot(data_val)
  plt.title('Model ' + feature_name)
  plt.ylabel(feature_name)
  plt.xlabel('Epoch')
  plt.legend(labels = labels, loc = loc)

  plt.show()

def show_classification_report(model_name, target_train, predictors_train, target_val = None, predictors_val = None, target_test = None, predictors_test = None):
  '''
  Description: Function to plot a histogram and a boxplot with hue along the same scale
  Parameters:
    model_name: pstring, required
      The name of the model
    target_train: pandas.core.series.Series, required
      The values of actual training data
    predictors_train: pandas.core.series.Series, required
      The values of predicted training data
    target_val: pandas.core.series.Series, optional
      The values of actual validation data
    predictors_val: pandas.core.series.Series, optional
      The values of predicted validation data
    target_test: pandas.core.series.Series, optional
      The values of actual testing data
    predictors_test: pandas.core.series.Series, optional
      The values of predicted testing data
  '''
  df_train = pd.DataFrame(classification_report(target_train, predictors_train, output_dict = True)).transpose()
  df_train.loc['accuracy', 'support'] = df_train.loc['weighted avg', 'support']
  df_train.loc['accuracy', ['precision', 'recall']] = ''

  df_cr = pd.concat({'{} (Training)'.format(model_name): df_train}, axis = 1)

  if target_val is not None and predictors_val is not None:
    df_val = pd.DataFrame(classification_report(target_val, predictors_val, output_dict = True)).transpose()
    df_val.loc['accuracy', 'support'] = df_val.loc['weighted avg', 'support']
    df_val.loc['accuracy', ['precision', 'recall']] = ''

    df_cr = pd.concat({'{} (Training)'.format(model_name): df_train, '{} (Validation)'.format(model_name): df_val}, axis = 1)

  if target_test is not None and predictors_test is not None:
    df_test = pd.DataFrame(classification_report(target_test, predictors_test, output_dict = True)).transpose()
    df_test.loc['accuracy', 'support'] = df_test.loc['weighted avg', 'support']
    df_test.loc['accuracy', ['precision', 'recall']] = ''

    if target_val is None and predictors_val is None:
      df_cr = pd.concat({'{} (Training)'.format(model_name): df_train, '{} (Testing)'.format(model_name): df_test}, axis = 1)
    else:
      df_cr = pd.concat({'{} (Training)'.format(model_name): df_train, '{} (Validation)'.format(model_name): df_val, '{} (Testing)'.format(model_name): df_test}, axis = 1)

  display(df_cr)

def show_model_recall_comp(metric_list):
  '''
  Description: Function to display the recall performance
  Parameters:
    models: list, required
      The list containing: metric name, y_train_actual, y_train_pred, y_val_actual, y_val_pred, y_test_actual, y_test_pred
  '''
  metric_names = []
  metric_perfs = []

  for metric_name, y_train_data, y_train_data_pred, y_val_data, y_val_data_pred, y_test_data, y_test_data_pred in metric_list:
    recall_train = recall_score(y_train_data, y_train_data_pred)
    perf_dc = {'Recall (Training)': recall_train}

    if y_val_data is not None and y_val_data_pred is not None:
      recall_val = recall_score(y_val_data, y_val_data_pred)
      perf_dc['Recall (Validation)'] = recall_val
      perf_dc['Difference (Training - Validation)'] = recall_val - recall_train

    if y_test_data is not None and y_test_data_pred is not None:
      recall_test = recall_score(y_test_data, y_test_data_pred)
      perf_dc['Recall (Testing)'] = recall_score(y_test_data, y_test_data_pred)
      perf_dc['Difference (Training - Testing)'] = recall_test - recall_train

    df_perf = pd.DataFrame(perf_dc, index = [0])

    metric_perfs.append(df_perf.transpose())
    metric_names.append(metric_name)

  model_comps = pd.concat(metric_perfs, axis = 1)
  model_comps.columns = metric_names

  display(model_comps)

Model Evaluation Criterion¶

The nature of predictions made by the classification model will translate as follows:

True Positives (TP) are customer churns correctly predicted by the model.
False Negatives (FN) are real customer churns that are not predicted by the model.
False Positives (FP) are predicted customer churns where there are no customer churns.

Which metric to optimize?

We need to choose the metric which will ensure that the maximum number of customer churns are predicted correctly by the model.
We would want recall to be maximized as greater the recall, the higher the chances of minimizing False Negatives (FN).
We want to minimize False Negatives (FN) because if a model predicts that there will be no customer churn when there will be an actual customer churn, it will be a lost of income for the bank.

Neural Network with SGD Optimizer¶

Sequential model with SGD using original data¶

# Clear backend session
clear_session()

# Create initial model with SGD optimizer
model_name_0 = 'NN with SGD'

model_0 = Sequential()
model_0.add(Dense(units = 64, activation = 'relu', input_dim = x_train.shape[1]))
model_0.add(Dense(units = 64, activation = 'relu'))
model_0.add(Dense(units = 1, activation = 'sigmoid'))

model_0.compile(loss = 'binary_crossentropy', optimizer = SGD(0.001), metrics = ['recall'])

model_0.summary()

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense (Dense)               (None, 64)                768       
                                                                 
 dense_1 (Dense)             (None, 64)                4160      
                                                                 
 dense_2 (Dense)             (None, 1)                 65        
                                                                 
=================================================================
Total params: 4993 (19.50 KB)
Trainable params: 4993 (19.50 KB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________

%%time

# Fit the model
history_0 = model_0.fit(
  x_train, y_train,
  batch_size = 200,
  validation_data = (x_val, y_val),
  epochs = 2000,
  verbose = 1
)

Epoch 1/2000
30/30 [==============================] - 1s 12ms/step - loss: 0.8814 - recall: 0.9836 - val_loss: 0.8497 - val_recall: 0.9828
Epoch 2/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.8274 - recall: 0.9493 - val_loss: 0.8012 - val_recall: 0.9436
Epoch 3/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.7823 - recall: 0.9108 - val_loss: 0.7604 - val_recall: 0.8873
Epoch 4/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.7442 - recall: 0.8380 - val_loss: 0.7259 - val_recall: 0.8235
Epoch 5/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.7120 - recall: 0.7504 - val_loss: 0.6965 - val_recall: 0.7255
Epoch 6/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.6844 - recall: 0.6399 - val_loss: 0.6711 - val_recall: 0.6078
Epoch 7/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.6606 - recall: 0.4975 - val_loss: 0.6493 - val_recall: 0.4485
Epoch 8/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.6401 - recall: 0.3527 - val_loss: 0.6303 - val_recall: 0.2794
Epoch 9/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.6223 - recall: 0.2218 - val_loss: 0.6139 - val_recall: 0.1642
Epoch 10/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.6068 - recall: 0.1268 - val_loss: 0.5994 - val_recall: 0.0956
Epoch 11/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.5933 - recall: 0.0720 - val_loss: 0.5867 - val_recall: 0.0490
Epoch 12/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.5814 - recall: 0.0401 - val_loss: 0.5756 - val_recall: 0.0245
Epoch 13/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.5709 - recall: 0.0188 - val_loss: 0.5657 - val_recall: 0.0098
Epoch 14/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.5616 - recall: 0.0115 - val_loss: 0.5570 - val_recall: 0.0000e+00
Epoch 15/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.5535 - recall: 0.0025 - val_loss: 0.5492 - val_recall: 0.0000e+00
Epoch 16/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.5462 - recall: 0.0016 - val_loss: 0.5424 - val_recall: 0.0000e+00
Epoch 17/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.5398 - recall: 8.1833e-04 - val_loss: 0.5362 - val_recall: 0.0000e+00
Epoch 18/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.5340 - recall: 8.1833e-04 - val_loss: 0.5308 - val_recall: 0.0000e+00
Epoch 19/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.5289 - recall: 8.1833e-04 - val_loss: 0.5259 - val_recall: 0.0000e+00
Epoch 20/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.5244 - recall: 0.0000e+00 - val_loss: 0.5215 - val_recall: 0.0000e+00
Epoch 21/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.5203 - recall: 0.0000e+00 - val_loss: 0.5175 - val_recall: 0.0000e+00
Epoch 22/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.5166 - recall: 0.0000e+00 - val_loss: 0.5139 - val_recall: 0.0000e+00
Epoch 23/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.5133 - recall: 0.0000e+00 - val_loss: 0.5107 - val_recall: 0.0000e+00
Epoch 24/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.5103 - recall: 0.0000e+00 - val_loss: 0.5078 - val_recall: 0.0000e+00
Epoch 25/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.5077 - recall: 0.0000e+00 - val_loss: 0.5052 - val_recall: 0.0000e+00
Epoch 26/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.5053 - recall: 0.0000e+00 - val_loss: 0.5028 - val_recall: 0.0000e+00
Epoch 27/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.5031 - recall: 0.0000e+00 - val_loss: 0.5006 - val_recall: 0.0000e+00
Epoch 28/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.5011 - recall: 0.0000e+00 - val_loss: 0.4987 - val_recall: 0.0000e+00
Epoch 29/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4993 - recall: 0.0000e+00 - val_loss: 0.4968 - val_recall: 0.0000e+00
Epoch 30/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4976 - recall: 0.0000e+00 - val_loss: 0.4952 - val_recall: 0.0000e+00
Epoch 31/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4961 - recall: 0.0000e+00 - val_loss: 0.4937 - val_recall: 0.0000e+00
Epoch 32/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.0000e+00 - val_loss: 0.4923 - val_recall: 0.0000e+00
Epoch 33/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4934 - recall: 0.0000e+00 - val_loss: 0.4910 - val_recall: 0.0000e+00
Epoch 34/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.0000e+00 - val_loss: 0.4898 - val_recall: 0.0000e+00
Epoch 35/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.0000e+00 - val_loss: 0.4887 - val_recall: 0.0000e+00
Epoch 36/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4902 - recall: 0.0000e+00 - val_loss: 0.4876 - val_recall: 0.0000e+00
Epoch 37/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.0000e+00 - val_loss: 0.4866 - val_recall: 0.0000e+00
Epoch 38/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.0000e+00 - val_loss: 0.4857 - val_recall: 0.0000e+00
Epoch 39/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.0000e+00 - val_loss: 0.4849 - val_recall: 0.0000e+00
Epoch 40/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4868 - recall: 0.0000e+00 - val_loss: 0.4841 - val_recall: 0.0000e+00
Epoch 41/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4860 - recall: 0.0000e+00 - val_loss: 0.4833 - val_recall: 0.0000e+00
Epoch 42/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4854 - recall: 0.0000e+00 - val_loss: 0.4826 - val_recall: 0.0000e+00
Epoch 43/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4847 - recall: 0.0000e+00 - val_loss: 0.4819 - val_recall: 0.0000e+00
Epoch 44/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4841 - recall: 0.0000e+00 - val_loss: 0.4813 - val_recall: 0.0000e+00
Epoch 45/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4835 - recall: 0.0000e+00 - val_loss: 0.4807 - val_recall: 0.0000e+00
Epoch 46/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4829 - recall: 0.0000e+00 - val_loss: 0.4801 - val_recall: 0.0000e+00
Epoch 47/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4824 - recall: 0.0000e+00 - val_loss: 0.4795 - val_recall: 0.0000e+00
Epoch 48/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4819 - recall: 0.0000e+00 - val_loss: 0.4790 - val_recall: 0.0000e+00
Epoch 49/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4814 - recall: 0.0000e+00 - val_loss: 0.4785 - val_recall: 0.0000e+00
Epoch 50/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4809 - recall: 0.0000e+00 - val_loss: 0.4780 - val_recall: 0.0000e+00
Epoch 51/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4805 - recall: 0.0000e+00 - val_loss: 0.4775 - val_recall: 0.0000e+00
Epoch 52/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4800 - recall: 0.0000e+00 - val_loss: 0.4770 - val_recall: 0.0000e+00
Epoch 53/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4796 - recall: 0.0000e+00 - val_loss: 0.4765 - val_recall: 0.0000e+00
Epoch 54/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4792 - recall: 0.0000e+00 - val_loss: 0.4761 - val_recall: 0.0000e+00
Epoch 55/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4788 - recall: 0.0000e+00 - val_loss: 0.4757 - val_recall: 0.0000e+00
Epoch 56/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4784 - recall: 0.0000e+00 - val_loss: 0.4752 - val_recall: 0.0000e+00
Epoch 57/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4780 - recall: 0.0000e+00 - val_loss: 0.4748 - val_recall: 0.0000e+00
Epoch 58/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4776 - recall: 0.0000e+00 - val_loss: 0.4744 - val_recall: 0.0000e+00
Epoch 59/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4772 - recall: 0.0000e+00 - val_loss: 0.4740 - val_recall: 0.0000e+00
Epoch 60/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4768 - recall: 0.0000e+00 - val_loss: 0.4736 - val_recall: 0.0000e+00
Epoch 61/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4765 - recall: 0.0000e+00 - val_loss: 0.4733 - val_recall: 0.0000e+00
Epoch 62/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4761 - recall: 0.0000e+00 - val_loss: 0.4729 - val_recall: 0.0000e+00
Epoch 63/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4758 - recall: 0.0000e+00 - val_loss: 0.4725 - val_recall: 0.0000e+00
Epoch 64/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4754 - recall: 0.0000e+00 - val_loss: 0.4722 - val_recall: 0.0000e+00
Epoch 65/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4751 - recall: 0.0000e+00 - val_loss: 0.4718 - val_recall: 0.0000e+00
Epoch 66/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4747 - recall: 0.0000e+00 - val_loss: 0.4715 - val_recall: 0.0000e+00
Epoch 67/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4744 - recall: 0.0000e+00 - val_loss: 0.4711 - val_recall: 0.0000e+00
Epoch 68/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4741 - recall: 0.0000e+00 - val_loss: 0.4708 - val_recall: 0.0000e+00
Epoch 69/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4738 - recall: 0.0000e+00 - val_loss: 0.4704 - val_recall: 0.0000e+00
Epoch 70/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4734 - recall: 0.0000e+00 - val_loss: 0.4701 - val_recall: 0.0000e+00
Epoch 71/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4731 - recall: 0.0000e+00 - val_loss: 0.4698 - val_recall: 0.0000e+00
Epoch 72/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4728 - recall: 0.0000e+00 - val_loss: 0.4695 - val_recall: 0.0000e+00
Epoch 73/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4725 - recall: 0.0000e+00 - val_loss: 0.4692 - val_recall: 0.0000e+00
Epoch 74/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4722 - recall: 0.0000e+00 - val_loss: 0.4688 - val_recall: 0.0000e+00
Epoch 75/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4719 - recall: 0.0000e+00 - val_loss: 0.4685 - val_recall: 0.0000e+00
Epoch 76/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4716 - recall: 0.0000e+00 - val_loss: 0.4682 - val_recall: 0.0000e+00
Epoch 77/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4713 - recall: 0.0000e+00 - val_loss: 0.4679 - val_recall: 0.0000e+00
Epoch 78/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4710 - recall: 0.0000e+00 - val_loss: 0.4676 - val_recall: 0.0000e+00
Epoch 79/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4707 - recall: 0.0000e+00 - val_loss: 0.4673 - val_recall: 0.0000e+00
Epoch 80/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4704 - recall: 0.0000e+00 - val_loss: 0.4670 - val_recall: 0.0000e+00
Epoch 81/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4701 - recall: 0.0000e+00 - val_loss: 0.4667 - val_recall: 0.0000e+00
Epoch 82/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4698 - recall: 0.0000e+00 - val_loss: 0.4664 - val_recall: 0.0000e+00
Epoch 83/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4696 - recall: 0.0000e+00 - val_loss: 0.4662 - val_recall: 0.0000e+00
Epoch 84/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4693 - recall: 0.0000e+00 - val_loss: 0.4659 - val_recall: 0.0000e+00
Epoch 85/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4690 - recall: 0.0000e+00 - val_loss: 0.4656 - val_recall: 0.0000e+00
Epoch 86/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4687 - recall: 0.0000e+00 - val_loss: 0.4653 - val_recall: 0.0000e+00
Epoch 87/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4684 - recall: 0.0000e+00 - val_loss: 0.4650 - val_recall: 0.0000e+00
Epoch 88/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4682 - recall: 0.0000e+00 - val_loss: 0.4647 - val_recall: 0.0000e+00
Epoch 89/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4679 - recall: 0.0000e+00 - val_loss: 0.4645 - val_recall: 0.0000e+00
Epoch 90/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4676 - recall: 0.0000e+00 - val_loss: 0.4642 - val_recall: 0.0000e+00
Epoch 91/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4674 - recall: 0.0000e+00 - val_loss: 0.4639 - val_recall: 0.0000e+00
Epoch 92/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4671 - recall: 0.0000e+00 - val_loss: 0.4637 - val_recall: 0.0000e+00
Epoch 93/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4668 - recall: 0.0000e+00 - val_loss: 0.4634 - val_recall: 0.0000e+00
Epoch 94/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4666 - recall: 0.0000e+00 - val_loss: 0.4631 - val_recall: 0.0000e+00
Epoch 95/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4663 - recall: 0.0000e+00 - val_loss: 0.4629 - val_recall: 0.0000e+00
Epoch 96/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4661 - recall: 0.0000e+00 - val_loss: 0.4626 - val_recall: 0.0000e+00
Epoch 97/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4658 - recall: 0.0000e+00 - val_loss: 0.4624 - val_recall: 0.0000e+00
Epoch 98/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4655 - recall: 0.0000e+00 - val_loss: 0.4621 - val_recall: 0.0000e+00
Epoch 99/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4653 - recall: 0.0000e+00 - val_loss: 0.4619 - val_recall: 0.0000e+00
Epoch 100/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4650 - recall: 0.0000e+00 - val_loss: 0.4616 - val_recall: 0.0000e+00
Epoch 101/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4648 - recall: 0.0000e+00 - val_loss: 0.4614 - val_recall: 0.0000e+00
Epoch 102/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4645 - recall: 0.0000e+00 - val_loss: 0.4611 - val_recall: 0.0000e+00
Epoch 103/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4643 - recall: 0.0000e+00 - val_loss: 0.4609 - val_recall: 0.0000e+00
Epoch 104/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4640 - recall: 0.0000e+00 - val_loss: 0.4606 - val_recall: 0.0000e+00
Epoch 105/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4638 - recall: 0.0000e+00 - val_loss: 0.4604 - val_recall: 0.0000e+00
Epoch 106/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4636 - recall: 0.0000e+00 - val_loss: 0.4602 - val_recall: 0.0000e+00
Epoch 107/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4633 - recall: 0.0000e+00 - val_loss: 0.4599 - val_recall: 0.0000e+00
Epoch 108/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4631 - recall: 0.0000e+00 - val_loss: 0.4597 - val_recall: 0.0000e+00
Epoch 109/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4628 - recall: 0.0000e+00 - val_loss: 0.4595 - val_recall: 0.0000e+00
Epoch 110/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4626 - recall: 0.0000e+00 - val_loss: 0.4592 - val_recall: 0.0000e+00
Epoch 111/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4624 - recall: 0.0000e+00 - val_loss: 0.4590 - val_recall: 0.0000e+00
Epoch 112/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4621 - recall: 0.0000e+00 - val_loss: 0.4588 - val_recall: 0.0000e+00
Epoch 113/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4619 - recall: 0.0000e+00 - val_loss: 0.4585 - val_recall: 0.0000e+00
Epoch 114/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4617 - recall: 0.0000e+00 - val_loss: 0.4583 - val_recall: 0.0000e+00
Epoch 115/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4615 - recall: 0.0000e+00 - val_loss: 0.4581 - val_recall: 0.0000e+00
Epoch 116/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4612 - recall: 0.0000e+00 - val_loss: 0.4579 - val_recall: 0.0000e+00
Epoch 117/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4610 - recall: 0.0000e+00 - val_loss: 0.4576 - val_recall: 0.0000e+00
Epoch 118/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4608 - recall: 0.0000e+00 - val_loss: 0.4574 - val_recall: 0.0000e+00
Epoch 119/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4606 - recall: 0.0000e+00 - val_loss: 0.4572 - val_recall: 0.0000e+00
Epoch 120/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4603 - recall: 0.0000e+00 - val_loss: 0.4570 - val_recall: 0.0000e+00
Epoch 121/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4601 - recall: 0.0000e+00 - val_loss: 0.4568 - val_recall: 0.0000e+00
Epoch 122/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4599 - recall: 0.0000e+00 - val_loss: 0.4566 - val_recall: 0.0000e+00
Epoch 123/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4597 - recall: 0.0000e+00 - val_loss: 0.4564 - val_recall: 0.0000e+00
Epoch 124/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4595 - recall: 0.0000e+00 - val_loss: 0.4561 - val_recall: 0.0000e+00
Epoch 125/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4592 - recall: 0.0000e+00 - val_loss: 0.4559 - val_recall: 0.0000e+00
Epoch 126/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4590 - recall: 0.0000e+00 - val_loss: 0.4557 - val_recall: 0.0000e+00
Epoch 127/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4588 - recall: 0.0000e+00 - val_loss: 0.4555 - val_recall: 0.0000e+00
Epoch 128/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4586 - recall: 0.0000e+00 - val_loss: 0.4553 - val_recall: 0.0000e+00
Epoch 129/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4584 - recall: 0.0000e+00 - val_loss: 0.4551 - val_recall: 0.0000e+00
Epoch 130/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4582 - recall: 0.0000e+00 - val_loss: 0.4549 - val_recall: 0.0000e+00
Epoch 131/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4580 - recall: 0.0000e+00 - val_loss: 0.4547 - val_recall: 0.0000e+00
Epoch 132/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4578 - recall: 0.0000e+00 - val_loss: 0.4545 - val_recall: 0.0000e+00
Epoch 133/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4575 - recall: 0.0000e+00 - val_loss: 0.4543 - val_recall: 0.0000e+00
Epoch 134/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4573 - recall: 0.0000e+00 - val_loss: 0.4541 - val_recall: 0.0000e+00
Epoch 135/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4571 - recall: 0.0000e+00 - val_loss: 0.4539 - val_recall: 0.0000e+00
Epoch 136/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4569 - recall: 0.0000e+00 - val_loss: 0.4537 - val_recall: 0.0000e+00
Epoch 137/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4567 - recall: 0.0000e+00 - val_loss: 0.4535 - val_recall: 0.0000e+00
Epoch 138/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4565 - recall: 0.0000e+00 - val_loss: 0.4533 - val_recall: 0.0000e+00
Epoch 139/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4563 - recall: 0.0000e+00 - val_loss: 0.4532 - val_recall: 0.0000e+00
Epoch 140/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4561 - recall: 0.0000e+00 - val_loss: 0.4530 - val_recall: 0.0000e+00
Epoch 141/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4559 - recall: 0.0000e+00 - val_loss: 0.4528 - val_recall: 0.0000e+00
Epoch 142/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4557 - recall: 0.0000e+00 - val_loss: 0.4526 - val_recall: 0.0000e+00
Epoch 143/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4555 - recall: 0.0000e+00 - val_loss: 0.4524 - val_recall: 0.0000e+00
Epoch 144/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4553 - recall: 0.0000e+00 - val_loss: 0.4522 - val_recall: 0.0000e+00
Epoch 145/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4551 - recall: 0.0000e+00 - val_loss: 0.4520 - val_recall: 0.0000e+00
Epoch 146/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4550 - recall: 0.0000e+00 - val_loss: 0.4518 - val_recall: 0.0000e+00
Epoch 147/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4548 - recall: 0.0000e+00 - val_loss: 0.4517 - val_recall: 0.0000e+00
Epoch 148/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4546 - recall: 0.0000e+00 - val_loss: 0.4515 - val_recall: 0.0000e+00
Epoch 149/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4544 - recall: 0.0000e+00 - val_loss: 0.4513 - val_recall: 0.0025
Epoch 150/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4542 - recall: 0.0000e+00 - val_loss: 0.4511 - val_recall: 0.0025
Epoch 151/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4540 - recall: 0.0000e+00 - val_loss: 0.4510 - val_recall: 0.0025
Epoch 152/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4538 - recall: 0.0000e+00 - val_loss: 0.4508 - val_recall: 0.0025
Epoch 153/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4536 - recall: 0.0000e+00 - val_loss: 0.4506 - val_recall: 0.0025
Epoch 154/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4535 - recall: 0.0000e+00 - val_loss: 0.4504 - val_recall: 0.0025
Epoch 155/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4533 - recall: 0.0000e+00 - val_loss: 0.4503 - val_recall: 0.0025
Epoch 156/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4531 - recall: 0.0000e+00 - val_loss: 0.4501 - val_recall: 0.0025
Epoch 157/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4529 - recall: 0.0000e+00 - val_loss: 0.4499 - val_recall: 0.0025
Epoch 158/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4527 - recall: 0.0000e+00 - val_loss: 0.4497 - val_recall: 0.0025
Epoch 159/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4526 - recall: 0.0000e+00 - val_loss: 0.4496 - val_recall: 0.0025
Epoch 160/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.4524 - recall: 0.0000e+00 - val_loss: 0.4494 - val_recall: 0.0025
Epoch 161/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4522 - recall: 0.0000e+00 - val_loss: 0.4492 - val_recall: 0.0025
Epoch 162/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4520 - recall: 0.0000e+00 - val_loss: 0.4491 - val_recall: 0.0025
Epoch 163/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4519 - recall: 0.0000e+00 - val_loss: 0.4489 - val_recall: 0.0025
Epoch 164/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4517 - recall: 0.0000e+00 - val_loss: 0.4488 - val_recall: 0.0025
Epoch 165/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4515 - recall: 0.0000e+00 - val_loss: 0.4486 - val_recall: 0.0025
Epoch 166/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4514 - recall: 0.0000e+00 - val_loss: 0.4484 - val_recall: 0.0025
Epoch 167/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4512 - recall: 8.1833e-04 - val_loss: 0.4483 - val_recall: 0.0025
Epoch 168/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4510 - recall: 0.0016 - val_loss: 0.4481 - val_recall: 0.0025
Epoch 169/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4509 - recall: 0.0016 - val_loss: 0.4480 - val_recall: 0.0025
Epoch 170/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.4507 - recall: 0.0025 - val_loss: 0.4478 - val_recall: 0.0025
Epoch 171/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4505 - recall: 0.0025 - val_loss: 0.4476 - val_recall: 0.0025
Epoch 172/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4504 - recall: 0.0025 - val_loss: 0.4475 - val_recall: 0.0025
Epoch 173/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4502 - recall: 0.0025 - val_loss: 0.4473 - val_recall: 0.0025
Epoch 174/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4501 - recall: 0.0025 - val_loss: 0.4472 - val_recall: 0.0025
Epoch 175/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4499 - recall: 0.0025 - val_loss: 0.4470 - val_recall: 0.0025
Epoch 176/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4498 - recall: 0.0025 - val_loss: 0.4469 - val_recall: 0.0025
Epoch 177/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4496 - recall: 0.0025 - val_loss: 0.4467 - val_recall: 0.0025
Epoch 178/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4494 - recall: 0.0025 - val_loss: 0.4466 - val_recall: 0.0025
Epoch 179/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4493 - recall: 0.0025 - val_loss: 0.4464 - val_recall: 0.0025
Epoch 180/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4491 - recall: 0.0025 - val_loss: 0.4463 - val_recall: 0.0025
Epoch 181/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4490 - recall: 0.0025 - val_loss: 0.4461 - val_recall: 0.0025
Epoch 182/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4488 - recall: 0.0025 - val_loss: 0.4460 - val_recall: 0.0025
Epoch 183/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4487 - recall: 0.0025 - val_loss: 0.4459 - val_recall: 0.0025
Epoch 184/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4485 - recall: 0.0025 - val_loss: 0.4457 - val_recall: 0.0025
Epoch 185/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4484 - recall: 0.0025 - val_loss: 0.4456 - val_recall: 0.0025
Epoch 186/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4482 - recall: 0.0025 - val_loss: 0.4454 - val_recall: 0.0025
Epoch 187/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4481 - recall: 0.0025 - val_loss: 0.4453 - val_recall: 0.0025
Epoch 188/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4479 - recall: 0.0025 - val_loss: 0.4451 - val_recall: 0.0025
Epoch 189/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4478 - recall: 0.0025 - val_loss: 0.4450 - val_recall: 0.0025
Epoch 190/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4477 - recall: 0.0033 - val_loss: 0.4449 - val_recall: 0.0025
Epoch 191/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4475 - recall: 0.0033 - val_loss: 0.4447 - val_recall: 0.0025
Epoch 192/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4474 - recall: 0.0033 - val_loss: 0.4446 - val_recall: 0.0025
Epoch 193/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4472 - recall: 0.0033 - val_loss: 0.4445 - val_recall: 0.0025
Epoch 194/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4471 - recall: 0.0033 - val_loss: 0.4443 - val_recall: 0.0025
Epoch 195/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4469 - recall: 0.0041 - val_loss: 0.4442 - val_recall: 0.0025
Epoch 196/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4468 - recall: 0.0041 - val_loss: 0.4440 - val_recall: 0.0025
Epoch 197/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4467 - recall: 0.0049 - val_loss: 0.4439 - val_recall: 0.0025
Epoch 198/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4465 - recall: 0.0049 - val_loss: 0.4438 - val_recall: 0.0049
Epoch 199/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4464 - recall: 0.0049 - val_loss: 0.4437 - val_recall: 0.0049
Epoch 200/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4462 - recall: 0.0049 - val_loss: 0.4435 - val_recall: 0.0049
Epoch 201/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4461 - recall: 0.0049 - val_loss: 0.4434 - val_recall: 0.0049
Epoch 202/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4460 - recall: 0.0049 - val_loss: 0.4433 - val_recall: 0.0049
Epoch 203/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4458 - recall: 0.0065 - val_loss: 0.4431 - val_recall: 0.0074
Epoch 204/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4457 - recall: 0.0074 - val_loss: 0.4430 - val_recall: 0.0074
Epoch 205/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4456 - recall: 0.0082 - val_loss: 0.4429 - val_recall: 0.0074
Epoch 206/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4454 - recall: 0.0082 - val_loss: 0.4428 - val_recall: 0.0098
Epoch 207/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4453 - recall: 0.0082 - val_loss: 0.4426 - val_recall: 0.0098
Epoch 208/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4452 - recall: 0.0082 - val_loss: 0.4425 - val_recall: 0.0098
Epoch 209/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4450 - recall: 0.0082 - val_loss: 0.4424 - val_recall: 0.0098
Epoch 210/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4449 - recall: 0.0082 - val_loss: 0.4423 - val_recall: 0.0098
Epoch 211/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4448 - recall: 0.0082 - val_loss: 0.4421 - val_recall: 0.0098
Epoch 212/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4447 - recall: 0.0082 - val_loss: 0.4420 - val_recall: 0.0098
Epoch 213/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4445 - recall: 0.0098 - val_loss: 0.4419 - val_recall: 0.0098
Epoch 214/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4444 - recall: 0.0115 - val_loss: 0.4418 - val_recall: 0.0123
Epoch 215/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4443 - recall: 0.0123 - val_loss: 0.4417 - val_recall: 0.0123
Epoch 216/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4441 - recall: 0.0131 - val_loss: 0.4416 - val_recall: 0.0123
Epoch 217/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4440 - recall: 0.0131 - val_loss: 0.4414 - val_recall: 0.0123
Epoch 218/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4439 - recall: 0.0131 - val_loss: 0.4413 - val_recall: 0.0123
Epoch 219/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4438 - recall: 0.0131 - val_loss: 0.4412 - val_recall: 0.0147
Epoch 220/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4436 - recall: 0.0131 - val_loss: 0.4411 - val_recall: 0.0172
Epoch 221/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4435 - recall: 0.0139 - val_loss: 0.4410 - val_recall: 0.0172
Epoch 222/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4434 - recall: 0.0139 - val_loss: 0.4409 - val_recall: 0.0172
Epoch 223/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4433 - recall: 0.0139 - val_loss: 0.4408 - val_recall: 0.0172
Epoch 224/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4432 - recall: 0.0139 - val_loss: 0.4406 - val_recall: 0.0196
Epoch 225/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4430 - recall: 0.0164 - val_loss: 0.4405 - val_recall: 0.0196
Epoch 226/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4429 - recall: 0.0180 - val_loss: 0.4404 - val_recall: 0.0196
Epoch 227/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4428 - recall: 0.0188 - val_loss: 0.4403 - val_recall: 0.0196
Epoch 228/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4427 - recall: 0.0196 - val_loss: 0.4402 - val_recall: 0.0196
Epoch 229/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4426 - recall: 0.0213 - val_loss: 0.4401 - val_recall: 0.0196
Epoch 230/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4425 - recall: 0.0221 - val_loss: 0.4400 - val_recall: 0.0196
Epoch 231/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4423 - recall: 0.0221 - val_loss: 0.4399 - val_recall: 0.0196
Epoch 232/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4422 - recall: 0.0221 - val_loss: 0.4398 - val_recall: 0.0196
Epoch 233/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4421 - recall: 0.0221 - val_loss: 0.4397 - val_recall: 0.0196
Epoch 234/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4420 - recall: 0.0221 - val_loss: 0.4396 - val_recall: 0.0196
Epoch 235/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4419 - recall: 0.0245 - val_loss: 0.4395 - val_recall: 0.0196
Epoch 236/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4418 - recall: 0.0254 - val_loss: 0.4393 - val_recall: 0.0196
Epoch 237/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4417 - recall: 0.0254 - val_loss: 0.4392 - val_recall: 0.0196
Epoch 238/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4416 - recall: 0.0254 - val_loss: 0.4391 - val_recall: 0.0196
Epoch 239/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4414 - recall: 0.0278 - val_loss: 0.4390 - val_recall: 0.0221
Epoch 240/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4413 - recall: 0.0286 - val_loss: 0.4389 - val_recall: 0.0221
Epoch 241/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4412 - recall: 0.0295 - val_loss: 0.4388 - val_recall: 0.0221
Epoch 242/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4411 - recall: 0.0295 - val_loss: 0.4387 - val_recall: 0.0245
Epoch 243/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4410 - recall: 0.0311 - val_loss: 0.4386 - val_recall: 0.0245
Epoch 244/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4409 - recall: 0.0319 - val_loss: 0.4385 - val_recall: 0.0270
Epoch 245/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4408 - recall: 0.0327 - val_loss: 0.4384 - val_recall: 0.0270
Epoch 246/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4407 - recall: 0.0327 - val_loss: 0.4383 - val_recall: 0.0294
Epoch 247/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4406 - recall: 0.0344 - val_loss: 0.4382 - val_recall: 0.0294
Epoch 248/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4405 - recall: 0.0344 - val_loss: 0.4381 - val_recall: 0.0319
Epoch 249/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4404 - recall: 0.0344 - val_loss: 0.4380 - val_recall: 0.0319
Epoch 250/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4403 - recall: 0.0344 - val_loss: 0.4379 - val_recall: 0.0319
Epoch 251/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4402 - recall: 0.0360 - val_loss: 0.4378 - val_recall: 0.0319
Epoch 252/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4401 - recall: 0.0376 - val_loss: 0.4378 - val_recall: 0.0319
Epoch 253/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4400 - recall: 0.0376 - val_loss: 0.4377 - val_recall: 0.0343
Epoch 254/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4399 - recall: 0.0376 - val_loss: 0.4376 - val_recall: 0.0368
Epoch 255/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4398 - recall: 0.0376 - val_loss: 0.4375 - val_recall: 0.0392
Epoch 256/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4397 - recall: 0.0376 - val_loss: 0.4374 - val_recall: 0.0392
Epoch 257/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4396 - recall: 0.0393 - val_loss: 0.4373 - val_recall: 0.0392
Epoch 258/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4395 - recall: 0.0393 - val_loss: 0.4372 - val_recall: 0.0392
Epoch 259/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4394 - recall: 0.0409 - val_loss: 0.4371 - val_recall: 0.0392
Epoch 260/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4393 - recall: 0.0458 - val_loss: 0.4370 - val_recall: 0.0417
Epoch 261/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4392 - recall: 0.0458 - val_loss: 0.4369 - val_recall: 0.0441
Epoch 262/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4391 - recall: 0.0458 - val_loss: 0.4368 - val_recall: 0.0441
Epoch 263/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4390 - recall: 0.0466 - val_loss: 0.4367 - val_recall: 0.0441
Epoch 264/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4389 - recall: 0.0491 - val_loss: 0.4366 - val_recall: 0.0441
Epoch 265/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4388 - recall: 0.0507 - val_loss: 0.4366 - val_recall: 0.0441
Epoch 266/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4387 - recall: 0.0507 - val_loss: 0.4365 - val_recall: 0.0441
Epoch 267/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4386 - recall: 0.0524 - val_loss: 0.4364 - val_recall: 0.0466
Epoch 268/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4385 - recall: 0.0540 - val_loss: 0.4363 - val_recall: 0.0466
Epoch 269/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4384 - recall: 0.0540 - val_loss: 0.4362 - val_recall: 0.0466
Epoch 270/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4383 - recall: 0.0556 - val_loss: 0.4361 - val_recall: 0.0466
Epoch 271/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4382 - recall: 0.0556 - val_loss: 0.4360 - val_recall: 0.0466
Epoch 272/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4382 - recall: 0.0556 - val_loss: 0.4359 - val_recall: 0.0466
Epoch 273/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4381 - recall: 0.0556 - val_loss: 0.4358 - val_recall: 0.0466
Epoch 274/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4380 - recall: 0.0565 - val_loss: 0.4358 - val_recall: 0.0466
Epoch 275/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4379 - recall: 0.0565 - val_loss: 0.4357 - val_recall: 0.0490
Epoch 276/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4378 - recall: 0.0565 - val_loss: 0.4356 - val_recall: 0.0490
Epoch 277/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4377 - recall: 0.0565 - val_loss: 0.4355 - val_recall: 0.0490
Epoch 278/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4376 - recall: 0.0573 - val_loss: 0.4354 - val_recall: 0.0490
Epoch 279/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4375 - recall: 0.0581 - val_loss: 0.4353 - val_recall: 0.0515
Epoch 280/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4374 - recall: 0.0589 - val_loss: 0.4353 - val_recall: 0.0515
Epoch 281/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4374 - recall: 0.0589 - val_loss: 0.4352 - val_recall: 0.0539
Epoch 282/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4373 - recall: 0.0606 - val_loss: 0.4351 - val_recall: 0.0564
Epoch 283/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4372 - recall: 0.0614 - val_loss: 0.4350 - val_recall: 0.0564
Epoch 284/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4371 - recall: 0.0622 - val_loss: 0.4349 - val_recall: 0.0564
Epoch 285/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4370 - recall: 0.0630 - val_loss: 0.4348 - val_recall: 0.0564
Epoch 286/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4369 - recall: 0.0630 - val_loss: 0.4348 - val_recall: 0.0564
Epoch 287/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4368 - recall: 0.0646 - val_loss: 0.4347 - val_recall: 0.0564
Epoch 288/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4368 - recall: 0.0646 - val_loss: 0.4346 - val_recall: 0.0564
Epoch 289/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4367 - recall: 0.0655 - val_loss: 0.4345 - val_recall: 0.0588
Epoch 290/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4366 - recall: 0.0655 - val_loss: 0.4344 - val_recall: 0.0637
Epoch 291/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4365 - recall: 0.0655 - val_loss: 0.4344 - val_recall: 0.0637
Epoch 292/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4364 - recall: 0.0663 - val_loss: 0.4343 - val_recall: 0.0662
Epoch 293/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4363 - recall: 0.0663 - val_loss: 0.4342 - val_recall: 0.0662
Epoch 294/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4363 - recall: 0.0671 - val_loss: 0.4341 - val_recall: 0.0662
Epoch 295/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4362 - recall: 0.0671 - val_loss: 0.4341 - val_recall: 0.0662
Epoch 296/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4361 - recall: 0.0671 - val_loss: 0.4340 - val_recall: 0.0686
Epoch 297/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4360 - recall: 0.0687 - val_loss: 0.4339 - val_recall: 0.0686
Epoch 298/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4359 - recall: 0.0704 - val_loss: 0.4338 - val_recall: 0.0686
Epoch 299/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4359 - recall: 0.0704 - val_loss: 0.4337 - val_recall: 0.0686
Epoch 300/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4358 - recall: 0.0712 - val_loss: 0.4337 - val_recall: 0.0686
Epoch 301/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4357 - recall: 0.0712 - val_loss: 0.4336 - val_recall: 0.0686
Epoch 302/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4356 - recall: 0.0712 - val_loss: 0.4335 - val_recall: 0.0686
Epoch 303/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4355 - recall: 0.0712 - val_loss: 0.4334 - val_recall: 0.0686
Epoch 304/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4355 - recall: 0.0712 - val_loss: 0.4334 - val_recall: 0.0711
Epoch 305/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4354 - recall: 0.0720 - val_loss: 0.4333 - val_recall: 0.0711
Epoch 306/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4353 - recall: 0.0720 - val_loss: 0.4332 - val_recall: 0.0711
Epoch 307/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4352 - recall: 0.0728 - val_loss: 0.4331 - val_recall: 0.0711
Epoch 308/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4352 - recall: 0.0728 - val_loss: 0.4331 - val_recall: 0.0711
Epoch 309/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4351 - recall: 0.0753 - val_loss: 0.4330 - val_recall: 0.0711
Epoch 310/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4350 - recall: 0.0769 - val_loss: 0.4329 - val_recall: 0.0711
Epoch 311/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4349 - recall: 0.0794 - val_loss: 0.4329 - val_recall: 0.0711
Epoch 312/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4349 - recall: 0.0802 - val_loss: 0.4328 - val_recall: 0.0711
Epoch 313/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4348 - recall: 0.0818 - val_loss: 0.4327 - val_recall: 0.0711
Epoch 314/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4347 - recall: 0.0827 - val_loss: 0.4326 - val_recall: 0.0735
Epoch 315/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4346 - recall: 0.0843 - val_loss: 0.4326 - val_recall: 0.0735
Epoch 316/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4346 - recall: 0.0851 - val_loss: 0.4325 - val_recall: 0.0735
Epoch 317/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4345 - recall: 0.0859 - val_loss: 0.4324 - val_recall: 0.0735
Epoch 318/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4344 - recall: 0.0859 - val_loss: 0.4324 - val_recall: 0.0735
Epoch 319/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4344 - recall: 0.0859 - val_loss: 0.4323 - val_recall: 0.0735
Epoch 320/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4343 - recall: 0.0859 - val_loss: 0.4322 - val_recall: 0.0735
Epoch 321/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4342 - recall: 0.0859 - val_loss: 0.4322 - val_recall: 0.0735
Epoch 322/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4341 - recall: 0.0859 - val_loss: 0.4321 - val_recall: 0.0760
Epoch 323/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4341 - recall: 0.0859 - val_loss: 0.4320 - val_recall: 0.0760
Epoch 324/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4340 - recall: 0.0859 - val_loss: 0.4320 - val_recall: 0.0760
Epoch 325/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4339 - recall: 0.0884 - val_loss: 0.4319 - val_recall: 0.0760
Epoch 326/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4339 - recall: 0.0884 - val_loss: 0.4318 - val_recall: 0.0760
Epoch 327/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4338 - recall: 0.0884 - val_loss: 0.4318 - val_recall: 0.0784
Epoch 328/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4337 - recall: 0.0884 - val_loss: 0.4317 - val_recall: 0.0809
Epoch 329/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4336 - recall: 0.0900 - val_loss: 0.4316 - val_recall: 0.0809
Epoch 330/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4336 - recall: 0.0900 - val_loss: 0.4316 - val_recall: 0.0809
Epoch 331/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4335 - recall: 0.0908 - val_loss: 0.4315 - val_recall: 0.0809
Epoch 332/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4334 - recall: 0.0908 - val_loss: 0.4314 - val_recall: 0.0858
Epoch 333/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4334 - recall: 0.0917 - val_loss: 0.4314 - val_recall: 0.0858
Epoch 334/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4333 - recall: 0.0917 - val_loss: 0.4313 - val_recall: 0.0858
Epoch 335/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4332 - recall: 0.0925 - val_loss: 0.4312 - val_recall: 0.0858
Epoch 336/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4332 - recall: 0.0925 - val_loss: 0.4312 - val_recall: 0.0858
Epoch 337/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4331 - recall: 0.0925 - val_loss: 0.4311 - val_recall: 0.0858
Epoch 338/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4330 - recall: 0.0925 - val_loss: 0.4310 - val_recall: 0.0858
Epoch 339/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4330 - recall: 0.0925 - val_loss: 0.4310 - val_recall: 0.0858
Epoch 340/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4329 - recall: 0.0925 - val_loss: 0.4309 - val_recall: 0.0882
Epoch 341/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4328 - recall: 0.0925 - val_loss: 0.4309 - val_recall: 0.0882
Epoch 342/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4328 - recall: 0.0949 - val_loss: 0.4308 - val_recall: 0.0907
Epoch 343/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4327 - recall: 0.0949 - val_loss: 0.4307 - val_recall: 0.0907
Epoch 344/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4326 - recall: 0.0949 - val_loss: 0.4307 - val_recall: 0.0907
Epoch 345/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4326 - recall: 0.0966 - val_loss: 0.4306 - val_recall: 0.0907
Epoch 346/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4325 - recall: 0.0966 - val_loss: 0.4305 - val_recall: 0.0907
Epoch 347/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4325 - recall: 0.0974 - val_loss: 0.4305 - val_recall: 0.0907
Epoch 348/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4324 - recall: 0.0974 - val_loss: 0.4304 - val_recall: 0.0907
Epoch 349/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4323 - recall: 0.0982 - val_loss: 0.4304 - val_recall: 0.0907
Epoch 350/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4323 - recall: 0.0982 - val_loss: 0.4303 - val_recall: 0.0907
Epoch 351/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4322 - recall: 0.0974 - val_loss: 0.4302 - val_recall: 0.0907
Epoch 352/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4321 - recall: 0.0982 - val_loss: 0.4302 - val_recall: 0.0907
Epoch 353/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4321 - recall: 0.0982 - val_loss: 0.4301 - val_recall: 0.0907
Epoch 354/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4320 - recall: 0.0982 - val_loss: 0.4301 - val_recall: 0.0907
Epoch 355/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4320 - recall: 0.0982 - val_loss: 0.4300 - val_recall: 0.0931
Epoch 356/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4319 - recall: 0.0990 - val_loss: 0.4300 - val_recall: 0.0931
Epoch 357/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4318 - recall: 0.0998 - val_loss: 0.4299 - val_recall: 0.0956
Epoch 358/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4318 - recall: 0.0998 - val_loss: 0.4298 - val_recall: 0.0956
Epoch 359/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4317 - recall: 0.1007 - val_loss: 0.4298 - val_recall: 0.0956
Epoch 360/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4317 - recall: 0.1015 - val_loss: 0.4297 - val_recall: 0.0956
Epoch 361/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4316 - recall: 0.1015 - val_loss: 0.4297 - val_recall: 0.0956
Epoch 362/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4315 - recall: 0.1023 - val_loss: 0.4296 - val_recall: 0.0956
Epoch 363/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4315 - recall: 0.1023 - val_loss: 0.4295 - val_recall: 0.0956
Epoch 364/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4314 - recall: 0.1023 - val_loss: 0.4295 - val_recall: 0.0956
Epoch 365/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4314 - recall: 0.1023 - val_loss: 0.4294 - val_recall: 0.0956
Epoch 366/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4313 - recall: 0.1023 - val_loss: 0.4294 - val_recall: 0.0956
Epoch 367/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4312 - recall: 0.1023 - val_loss: 0.4293 - val_recall: 0.0980
Epoch 368/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4312 - recall: 0.1039 - val_loss: 0.4293 - val_recall: 0.0980
Epoch 369/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4311 - recall: 0.1031 - val_loss: 0.4292 - val_recall: 0.0980
Epoch 370/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4311 - recall: 0.1039 - val_loss: 0.4292 - val_recall: 0.0980
Epoch 371/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4310 - recall: 0.1039 - val_loss: 0.4291 - val_recall: 0.0980
Epoch 372/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4309 - recall: 0.1056 - val_loss: 0.4290 - val_recall: 0.0980
Epoch 373/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4309 - recall: 0.1056 - val_loss: 0.4290 - val_recall: 0.0980
Epoch 374/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4308 - recall: 0.1056 - val_loss: 0.4289 - val_recall: 0.0980
Epoch 375/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4308 - recall: 0.1056 - val_loss: 0.4289 - val_recall: 0.0980
Epoch 376/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4307 - recall: 0.1056 - val_loss: 0.4288 - val_recall: 0.0980
Epoch 377/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4307 - recall: 0.1056 - val_loss: 0.4288 - val_recall: 0.0980
Epoch 378/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4306 - recall: 0.1072 - val_loss: 0.4287 - val_recall: 0.1005
Epoch 379/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4305 - recall: 0.1064 - val_loss: 0.4287 - val_recall: 0.1005
Epoch 380/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4305 - recall: 0.1072 - val_loss: 0.4286 - val_recall: 0.1005
Epoch 381/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4304 - recall: 0.1072 - val_loss: 0.4286 - val_recall: 0.1005
Epoch 382/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4304 - recall: 0.1080 - val_loss: 0.4285 - val_recall: 0.1005
Epoch 383/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4303 - recall: 0.1080 - val_loss: 0.4285 - val_recall: 0.1005
Epoch 384/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4303 - recall: 0.1080 - val_loss: 0.4284 - val_recall: 0.1005
Epoch 385/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4302 - recall: 0.1088 - val_loss: 0.4284 - val_recall: 0.1005
Epoch 386/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4302 - recall: 0.1088 - val_loss: 0.4283 - val_recall: 0.1005
Epoch 387/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4301 - recall: 0.1088 - val_loss: 0.4282 - val_recall: 0.1029
Epoch 388/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4300 - recall: 0.1097 - val_loss: 0.4282 - val_recall: 0.1029
Epoch 389/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4300 - recall: 0.1097 - val_loss: 0.4281 - val_recall: 0.1029
Epoch 390/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4299 - recall: 0.1097 - val_loss: 0.4281 - val_recall: 0.1029
Epoch 391/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4299 - recall: 0.1097 - val_loss: 0.4280 - val_recall: 0.1029
Epoch 392/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4298 - recall: 0.1113 - val_loss: 0.4280 - val_recall: 0.1029
Epoch 393/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4298 - recall: 0.1121 - val_loss: 0.4279 - val_recall: 0.1029
Epoch 394/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4297 - recall: 0.1137 - val_loss: 0.4279 - val_recall: 0.1029
Epoch 395/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4297 - recall: 0.1137 - val_loss: 0.4278 - val_recall: 0.1029
Epoch 396/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4296 - recall: 0.1137 - val_loss: 0.4278 - val_recall: 0.1029
Epoch 397/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4296 - recall: 0.1137 - val_loss: 0.4277 - val_recall: 0.1029
Epoch 398/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4295 - recall: 0.1137 - val_loss: 0.4277 - val_recall: 0.1029
Epoch 399/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4294 - recall: 0.1137 - val_loss: 0.4276 - val_recall: 0.1054
Epoch 400/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4294 - recall: 0.1137 - val_loss: 0.4276 - val_recall: 0.1054
Epoch 401/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4293 - recall: 0.1146 - val_loss: 0.4275 - val_recall: 0.1054
Epoch 402/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.4293 - recall: 0.1146 - val_loss: 0.4275 - val_recall: 0.1054
Epoch 403/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4292 - recall: 0.1146 - val_loss: 0.4274 - val_recall: 0.1054
Epoch 404/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4292 - recall: 0.1146 - val_loss: 0.4274 - val_recall: 0.1054
Epoch 405/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4291 - recall: 0.1154 - val_loss: 0.4273 - val_recall: 0.1054
Epoch 406/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4291 - recall: 0.1162 - val_loss: 0.4273 - val_recall: 0.1054
Epoch 407/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4290 - recall: 0.1170 - val_loss: 0.4272 - val_recall: 0.1054
Epoch 408/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4290 - recall: 0.1170 - val_loss: 0.4272 - val_recall: 0.1054
Epoch 409/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4289 - recall: 0.1170 - val_loss: 0.4271 - val_recall: 0.1054
Epoch 410/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4289 - recall: 0.1170 - val_loss: 0.4271 - val_recall: 0.1054
Epoch 411/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4288 - recall: 0.1178 - val_loss: 0.4270 - val_recall: 0.1054
Epoch 412/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4288 - recall: 0.1178 - val_loss: 0.4270 - val_recall: 0.1054
Epoch 413/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4287 - recall: 0.1195 - val_loss: 0.4269 - val_recall: 0.1054
Epoch 414/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4287 - recall: 0.1195 - val_loss: 0.4269 - val_recall: 0.1054
Epoch 415/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4286 - recall: 0.1195 - val_loss: 0.4269 - val_recall: 0.1054
Epoch 416/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4286 - recall: 0.1203 - val_loss: 0.4268 - val_recall: 0.1054
Epoch 417/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4285 - recall: 0.1203 - val_loss: 0.4268 - val_recall: 0.1054
Epoch 418/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4285 - recall: 0.1203 - val_loss: 0.4267 - val_recall: 0.1054
Epoch 419/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4284 - recall: 0.1203 - val_loss: 0.4267 - val_recall: 0.1054
Epoch 420/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4284 - recall: 0.1203 - val_loss: 0.4266 - val_recall: 0.1054
Epoch 421/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4283 - recall: 0.1203 - val_loss: 0.4266 - val_recall: 0.1054
Epoch 422/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4283 - recall: 0.1203 - val_loss: 0.4265 - val_recall: 0.1054
Epoch 423/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4282 - recall: 0.1211 - val_loss: 0.4265 - val_recall: 0.1078
Epoch 424/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4282 - recall: 0.1227 - val_loss: 0.4264 - val_recall: 0.1103
Epoch 425/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4281 - recall: 0.1227 - val_loss: 0.4264 - val_recall: 0.1103
Epoch 426/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4281 - recall: 0.1244 - val_loss: 0.4263 - val_recall: 0.1103
Epoch 427/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4280 - recall: 0.1236 - val_loss: 0.4263 - val_recall: 0.1103
Epoch 428/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4280 - recall: 0.1244 - val_loss: 0.4262 - val_recall: 0.1103
Epoch 429/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4279 - recall: 0.1252 - val_loss: 0.4262 - val_recall: 0.1103
Epoch 430/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4279 - recall: 0.1252 - val_loss: 0.4262 - val_recall: 0.1103
Epoch 431/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4278 - recall: 0.1252 - val_loss: 0.4261 - val_recall: 0.1103
Epoch 432/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4278 - recall: 0.1252 - val_loss: 0.4261 - val_recall: 0.1103
Epoch 433/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4277 - recall: 0.1252 - val_loss: 0.4260 - val_recall: 0.1103
Epoch 434/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4277 - recall: 0.1252 - val_loss: 0.4260 - val_recall: 0.1103
Epoch 435/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4276 - recall: 0.1260 - val_loss: 0.4259 - val_recall: 0.1103
Epoch 436/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4276 - recall: 0.1260 - val_loss: 0.4259 - val_recall: 0.1103
Epoch 437/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4275 - recall: 0.1268 - val_loss: 0.4258 - val_recall: 0.1103
Epoch 438/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4275 - recall: 0.1277 - val_loss: 0.4258 - val_recall: 0.1103
Epoch 439/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4274 - recall: 0.1277 - val_loss: 0.4258 - val_recall: 0.1103
Epoch 440/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4274 - recall: 0.1277 - val_loss: 0.4257 - val_recall: 0.1127
Epoch 441/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4273 - recall: 0.1277 - val_loss: 0.4257 - val_recall: 0.1127
Epoch 442/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4273 - recall: 0.1277 - val_loss: 0.4256 - val_recall: 0.1127
Epoch 443/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4273 - recall: 0.1277 - val_loss: 0.4256 - val_recall: 0.1127
Epoch 444/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4272 - recall: 0.1277 - val_loss: 0.4255 - val_recall: 0.1127
Epoch 445/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4272 - recall: 0.1277 - val_loss: 0.4255 - val_recall: 0.1127
Epoch 446/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4271 - recall: 0.1285 - val_loss: 0.4255 - val_recall: 0.1127
Epoch 447/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4271 - recall: 0.1285 - val_loss: 0.4254 - val_recall: 0.1127
Epoch 448/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4270 - recall: 0.1285 - val_loss: 0.4254 - val_recall: 0.1127
Epoch 449/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4270 - recall: 0.1285 - val_loss: 0.4253 - val_recall: 0.1152
Epoch 450/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4269 - recall: 0.1285 - val_loss: 0.4253 - val_recall: 0.1152
Epoch 451/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4269 - recall: 0.1285 - val_loss: 0.4252 - val_recall: 0.1176
Epoch 452/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4268 - recall: 0.1293 - val_loss: 0.4252 - val_recall: 0.1176
Epoch 453/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4268 - recall: 0.1301 - val_loss: 0.4252 - val_recall: 0.1176
Epoch 454/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4268 - recall: 0.1293 - val_loss: 0.4251 - val_recall: 0.1176
Epoch 455/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4267 - recall: 0.1301 - val_loss: 0.4251 - val_recall: 0.1176
Epoch 456/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4267 - recall: 0.1301 - val_loss: 0.4250 - val_recall: 0.1176
Epoch 457/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4266 - recall: 0.1309 - val_loss: 0.4250 - val_recall: 0.1176
Epoch 458/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4266 - recall: 0.1301 - val_loss: 0.4249 - val_recall: 0.1176
Epoch 459/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4265 - recall: 0.1309 - val_loss: 0.4249 - val_recall: 0.1201
Epoch 460/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4265 - recall: 0.1309 - val_loss: 0.4249 - val_recall: 0.1225
Epoch 461/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4264 - recall: 0.1309 - val_loss: 0.4248 - val_recall: 0.1225
Epoch 462/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4264 - recall: 0.1318 - val_loss: 0.4248 - val_recall: 0.1225
Epoch 463/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4264 - recall: 0.1334 - val_loss: 0.4247 - val_recall: 0.1250
Epoch 464/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4263 - recall: 0.1342 - val_loss: 0.4247 - val_recall: 0.1250
Epoch 465/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4263 - recall: 0.1342 - val_loss: 0.4247 - val_recall: 0.1250
Epoch 466/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4262 - recall: 0.1342 - val_loss: 0.4246 - val_recall: 0.1250
Epoch 467/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4262 - recall: 0.1342 - val_loss: 0.4246 - val_recall: 0.1250
Epoch 468/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4261 - recall: 0.1350 - val_loss: 0.4245 - val_recall: 0.1250
Epoch 469/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4261 - recall: 0.1358 - val_loss: 0.4245 - val_recall: 0.1250
Epoch 470/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4261 - recall: 0.1358 - val_loss: 0.4245 - val_recall: 0.1250
Epoch 471/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4260 - recall: 0.1358 - val_loss: 0.4244 - val_recall: 0.1250
Epoch 472/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4260 - recall: 0.1358 - val_loss: 0.4244 - val_recall: 0.1250
Epoch 473/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4259 - recall: 0.1358 - val_loss: 0.4243 - val_recall: 0.1250
Epoch 474/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4259 - recall: 0.1375 - val_loss: 0.4243 - val_recall: 0.1250
Epoch 475/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4258 - recall: 0.1383 - val_loss: 0.4243 - val_recall: 0.1250
Epoch 476/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4258 - recall: 0.1367 - val_loss: 0.4242 - val_recall: 0.1250
Epoch 477/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4257 - recall: 0.1375 - val_loss: 0.4242 - val_recall: 0.1250
Epoch 478/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4257 - recall: 0.1391 - val_loss: 0.4241 - val_recall: 0.1275
Epoch 479/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4257 - recall: 0.1391 - val_loss: 0.4241 - val_recall: 0.1275
Epoch 480/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4256 - recall: 0.1399 - val_loss: 0.4241 - val_recall: 0.1275
Epoch 481/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4256 - recall: 0.1399 - val_loss: 0.4240 - val_recall: 0.1275
Epoch 482/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4255 - recall: 0.1408 - val_loss: 0.4240 - val_recall: 0.1275
Epoch 483/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4255 - recall: 0.1408 - val_loss: 0.4239 - val_recall: 0.1275
Epoch 484/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4255 - recall: 0.1424 - val_loss: 0.4239 - val_recall: 0.1275
Epoch 485/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4254 - recall: 0.1432 - val_loss: 0.4239 - val_recall: 0.1275
Epoch 486/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4254 - recall: 0.1440 - val_loss: 0.4238 - val_recall: 0.1275
Epoch 487/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4253 - recall: 0.1440 - val_loss: 0.4238 - val_recall: 0.1275
Epoch 488/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4253 - recall: 0.1440 - val_loss: 0.4238 - val_recall: 0.1275
Epoch 489/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4253 - recall: 0.1440 - val_loss: 0.4237 - val_recall: 0.1275
Epoch 490/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4252 - recall: 0.1440 - val_loss: 0.4237 - val_recall: 0.1275
Epoch 491/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4252 - recall: 0.1440 - val_loss: 0.4236 - val_recall: 0.1275
Epoch 492/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4251 - recall: 0.1440 - val_loss: 0.4236 - val_recall: 0.1275
Epoch 493/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4251 - recall: 0.1440 - val_loss: 0.4236 - val_recall: 0.1275
Epoch 494/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4251 - recall: 0.1440 - val_loss: 0.4235 - val_recall: 0.1275
Epoch 495/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4250 - recall: 0.1448 - val_loss: 0.4235 - val_recall: 0.1275
Epoch 496/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4250 - recall: 0.1448 - val_loss: 0.4235 - val_recall: 0.1275
Epoch 497/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4249 - recall: 0.1448 - val_loss: 0.4234 - val_recall: 0.1275
Epoch 498/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4249 - recall: 0.1440 - val_loss: 0.4234 - val_recall: 0.1275
Epoch 499/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4249 - recall: 0.1457 - val_loss: 0.4233 - val_recall: 0.1275
Epoch 500/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4248 - recall: 0.1448 - val_loss: 0.4233 - val_recall: 0.1275
Epoch 501/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4248 - recall: 0.1457 - val_loss: 0.4233 - val_recall: 0.1299
Epoch 502/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4247 - recall: 0.1457 - val_loss: 0.4232 - val_recall: 0.1299
Epoch 503/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4247 - recall: 0.1465 - val_loss: 0.4232 - val_recall: 0.1299
Epoch 504/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4247 - recall: 0.1465 - val_loss: 0.4232 - val_recall: 0.1324
Epoch 505/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4246 - recall: 0.1465 - val_loss: 0.4231 - val_recall: 0.1324
Epoch 506/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4246 - recall: 0.1473 - val_loss: 0.4231 - val_recall: 0.1324
Epoch 507/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4245 - recall: 0.1473 - val_loss: 0.4230 - val_recall: 0.1324
Epoch 508/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4245 - recall: 0.1473 - val_loss: 0.4230 - val_recall: 0.1324
Epoch 509/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4245 - recall: 0.1481 - val_loss: 0.4230 - val_recall: 0.1324
Epoch 510/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4244 - recall: 0.1473 - val_loss: 0.4229 - val_recall: 0.1324
Epoch 511/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4244 - recall: 0.1481 - val_loss: 0.4229 - val_recall: 0.1324
Epoch 512/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4243 - recall: 0.1481 - val_loss: 0.4229 - val_recall: 0.1324
Epoch 513/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4243 - recall: 0.1489 - val_loss: 0.4228 - val_recall: 0.1324
Epoch 514/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4243 - recall: 0.1489 - val_loss: 0.4228 - val_recall: 0.1324
Epoch 515/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4242 - recall: 0.1498 - val_loss: 0.4228 - val_recall: 0.1348
Epoch 516/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4242 - recall: 0.1506 - val_loss: 0.4227 - val_recall: 0.1373
Epoch 517/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4241 - recall: 0.1514 - val_loss: 0.4227 - val_recall: 0.1373
Epoch 518/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4241 - recall: 0.1514 - val_loss: 0.4227 - val_recall: 0.1373
Epoch 519/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4241 - recall: 0.1514 - val_loss: 0.4226 - val_recall: 0.1373
Epoch 520/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4240 - recall: 0.1522 - val_loss: 0.4226 - val_recall: 0.1373
Epoch 521/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4240 - recall: 0.1530 - val_loss: 0.4226 - val_recall: 0.1373
Epoch 522/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4240 - recall: 0.1522 - val_loss: 0.4225 - val_recall: 0.1373
Epoch 523/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4239 - recall: 0.1522 - val_loss: 0.4225 - val_recall: 0.1373
Epoch 524/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4239 - recall: 0.1530 - val_loss: 0.4224 - val_recall: 0.1373
Epoch 525/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4238 - recall: 0.1530 - val_loss: 0.4224 - val_recall: 0.1373
Epoch 526/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4238 - recall: 0.1530 - val_loss: 0.4224 - val_recall: 0.1373
Epoch 527/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4238 - recall: 0.1530 - val_loss: 0.4223 - val_recall: 0.1373
Epoch 528/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4237 - recall: 0.1530 - val_loss: 0.4223 - val_recall: 0.1373
Epoch 529/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4237 - recall: 0.1530 - val_loss: 0.4223 - val_recall: 0.1373
Epoch 530/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4237 - recall: 0.1522 - val_loss: 0.4222 - val_recall: 0.1373
Epoch 531/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4236 - recall: 0.1538 - val_loss: 0.4222 - val_recall: 0.1373
Epoch 532/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4236 - recall: 0.1530 - val_loss: 0.4222 - val_recall: 0.1373
Epoch 533/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4236 - recall: 0.1530 - val_loss: 0.4221 - val_recall: 0.1373
Epoch 534/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4235 - recall: 0.1530 - val_loss: 0.4221 - val_recall: 0.1373
Epoch 535/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4235 - recall: 0.1530 - val_loss: 0.4221 - val_recall: 0.1373
Epoch 536/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4234 - recall: 0.1530 - val_loss: 0.4220 - val_recall: 0.1373
Epoch 537/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4234 - recall: 0.1530 - val_loss: 0.4220 - val_recall: 0.1373
Epoch 538/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4234 - recall: 0.1538 - val_loss: 0.4220 - val_recall: 0.1373
Epoch 539/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4233 - recall: 0.1538 - val_loss: 0.4219 - val_recall: 0.1373
Epoch 540/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4233 - recall: 0.1538 - val_loss: 0.4219 - val_recall: 0.1373
Epoch 541/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4233 - recall: 0.1538 - val_loss: 0.4219 - val_recall: 0.1373
Epoch 542/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4232 - recall: 0.1547 - val_loss: 0.4218 - val_recall: 0.1373
Epoch 543/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4232 - recall: 0.1538 - val_loss: 0.4218 - val_recall: 0.1373
Epoch 544/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4232 - recall: 0.1538 - val_loss: 0.4218 - val_recall: 0.1373
Epoch 545/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4231 - recall: 0.1538 - val_loss: 0.4217 - val_recall: 0.1397
Epoch 546/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4231 - recall: 0.1547 - val_loss: 0.4217 - val_recall: 0.1397
Epoch 547/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4230 - recall: 0.1547 - val_loss: 0.4217 - val_recall: 0.1397
Epoch 548/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4230 - recall: 0.1547 - val_loss: 0.4216 - val_recall: 0.1397
Epoch 549/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4230 - recall: 0.1555 - val_loss: 0.4216 - val_recall: 0.1397
Epoch 550/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4229 - recall: 0.1555 - val_loss: 0.4216 - val_recall: 0.1397
Epoch 551/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4229 - recall: 0.1555 - val_loss: 0.4215 - val_recall: 0.1397
Epoch 552/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4229 - recall: 0.1555 - val_loss: 0.4215 - val_recall: 0.1397
Epoch 553/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4228 - recall: 0.1555 - val_loss: 0.4215 - val_recall: 0.1397
Epoch 554/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4228 - recall: 0.1571 - val_loss: 0.4214 - val_recall: 0.1397
Epoch 555/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4228 - recall: 0.1571 - val_loss: 0.4214 - val_recall: 0.1397
Epoch 556/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4227 - recall: 0.1571 - val_loss: 0.4214 - val_recall: 0.1397
Epoch 557/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4227 - recall: 0.1571 - val_loss: 0.4213 - val_recall: 0.1397
Epoch 558/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4226 - recall: 0.1579 - val_loss: 0.4213 - val_recall: 0.1397
Epoch 559/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4226 - recall: 0.1579 - val_loss: 0.4213 - val_recall: 0.1397
Epoch 560/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4226 - recall: 0.1579 - val_loss: 0.4213 - val_recall: 0.1397
Epoch 561/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4225 - recall: 0.1579 - val_loss: 0.4212 - val_recall: 0.1422
Epoch 562/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4225 - recall: 0.1579 - val_loss: 0.4212 - val_recall: 0.1422
Epoch 563/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4225 - recall: 0.1579 - val_loss: 0.4212 - val_recall: 0.1422
Epoch 564/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4224 - recall: 0.1579 - val_loss: 0.4211 - val_recall: 0.1422
Epoch 565/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4224 - recall: 0.1579 - val_loss: 0.4211 - val_recall: 0.1422
Epoch 566/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4224 - recall: 0.1579 - val_loss: 0.4211 - val_recall: 0.1422
Epoch 567/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4223 - recall: 0.1579 - val_loss: 0.4210 - val_recall: 0.1422
Epoch 568/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4223 - recall: 0.1579 - val_loss: 0.4210 - val_recall: 0.1422
Epoch 569/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4223 - recall: 0.1579 - val_loss: 0.4210 - val_recall: 0.1422
Epoch 570/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4222 - recall: 0.1588 - val_loss: 0.4209 - val_recall: 0.1422
Epoch 571/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4222 - recall: 0.1588 - val_loss: 0.4209 - val_recall: 0.1422
Epoch 572/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4222 - recall: 0.1588 - val_loss: 0.4209 - val_recall: 0.1422
Epoch 573/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4221 - recall: 0.1588 - val_loss: 0.4208 - val_recall: 0.1422
Epoch 574/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4221 - recall: 0.1588 - val_loss: 0.4208 - val_recall: 0.1422
Epoch 575/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4221 - recall: 0.1588 - val_loss: 0.4208 - val_recall: 0.1422
Epoch 576/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4220 - recall: 0.1588 - val_loss: 0.4207 - val_recall: 0.1422
Epoch 577/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4220 - recall: 0.1588 - val_loss: 0.4207 - val_recall: 0.1422
Epoch 578/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4220 - recall: 0.1588 - val_loss: 0.4207 - val_recall: 0.1422
Epoch 579/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4219 - recall: 0.1588 - val_loss: 0.4207 - val_recall: 0.1446
Epoch 580/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4219 - recall: 0.1588 - val_loss: 0.4206 - val_recall: 0.1446
Epoch 581/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4219 - recall: 0.1588 - val_loss: 0.4206 - val_recall: 0.1495
Epoch 582/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4218 - recall: 0.1588 - val_loss: 0.4206 - val_recall: 0.1495
Epoch 583/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4218 - recall: 0.1604 - val_loss: 0.4205 - val_recall: 0.1495
Epoch 584/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4218 - recall: 0.1596 - val_loss: 0.4205 - val_recall: 0.1544
Epoch 585/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4217 - recall: 0.1596 - val_loss: 0.4205 - val_recall: 0.1544
Epoch 586/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4217 - recall: 0.1596 - val_loss: 0.4204 - val_recall: 0.1544
Epoch 587/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4217 - recall: 0.1596 - val_loss: 0.4204 - val_recall: 0.1544
Epoch 588/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4216 - recall: 0.1604 - val_loss: 0.4204 - val_recall: 0.1544
Epoch 589/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4216 - recall: 0.1604 - val_loss: 0.4204 - val_recall: 0.1544
Epoch 590/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4216 - recall: 0.1612 - val_loss: 0.4203 - val_recall: 0.1544
Epoch 591/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4215 - recall: 0.1612 - val_loss: 0.4203 - val_recall: 0.1544
Epoch 592/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4215 - recall: 0.1628 - val_loss: 0.4203 - val_recall: 0.1544
Epoch 593/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4215 - recall: 0.1620 - val_loss: 0.4202 - val_recall: 0.1544
Epoch 594/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4214 - recall: 0.1628 - val_loss: 0.4202 - val_recall: 0.1544
Epoch 595/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4214 - recall: 0.1628 - val_loss: 0.4202 - val_recall: 0.1544
Epoch 596/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4214 - recall: 0.1628 - val_loss: 0.4202 - val_recall: 0.1544
Epoch 597/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4213 - recall: 0.1628 - val_loss: 0.4201 - val_recall: 0.1544
Epoch 598/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4213 - recall: 0.1628 - val_loss: 0.4201 - val_recall: 0.1544
Epoch 599/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4213 - recall: 0.1628 - val_loss: 0.4201 - val_recall: 0.1544
Epoch 600/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4212 - recall: 0.1628 - val_loss: 0.4200 - val_recall: 0.1544
Epoch 601/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4212 - recall: 0.1628 - val_loss: 0.4200 - val_recall: 0.1544
Epoch 602/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4212 - recall: 0.1628 - val_loss: 0.4200 - val_recall: 0.1544
Epoch 603/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4211 - recall: 0.1628 - val_loss: 0.4200 - val_recall: 0.1544
Epoch 604/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4211 - recall: 0.1628 - val_loss: 0.4199 - val_recall: 0.1569
Epoch 605/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4211 - recall: 0.1628 - val_loss: 0.4199 - val_recall: 0.1569
Epoch 606/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4210 - recall: 0.1637 - val_loss: 0.4199 - val_recall: 0.1569
Epoch 607/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4210 - recall: 0.1645 - val_loss: 0.4198 - val_recall: 0.1569
Epoch 608/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4210 - recall: 0.1637 - val_loss: 0.4198 - val_recall: 0.1569
Epoch 609/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4209 - recall: 0.1645 - val_loss: 0.4198 - val_recall: 0.1569
Epoch 610/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4209 - recall: 0.1645 - val_loss: 0.4198 - val_recall: 0.1593
Epoch 611/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4209 - recall: 0.1645 - val_loss: 0.4197 - val_recall: 0.1593
Epoch 612/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4208 - recall: 0.1645 - val_loss: 0.4197 - val_recall: 0.1618
Epoch 613/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4208 - recall: 0.1653 - val_loss: 0.4197 - val_recall: 0.1618
Epoch 614/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4208 - recall: 0.1678 - val_loss: 0.4196 - val_recall: 0.1642
Epoch 615/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4207 - recall: 0.1669 - val_loss: 0.4196 - val_recall: 0.1642
Epoch 616/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4207 - recall: 0.1678 - val_loss: 0.4196 - val_recall: 0.1642
Epoch 617/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4207 - recall: 0.1678 - val_loss: 0.4196 - val_recall: 0.1642
Epoch 618/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4206 - recall: 0.1694 - val_loss: 0.4195 - val_recall: 0.1642
Epoch 619/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4206 - recall: 0.1694 - val_loss: 0.4195 - val_recall: 0.1642
Epoch 620/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4206 - recall: 0.1694 - val_loss: 0.4195 - val_recall: 0.1642
Epoch 621/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4206 - recall: 0.1694 - val_loss: 0.4194 - val_recall: 0.1642
Epoch 622/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4205 - recall: 0.1694 - val_loss: 0.4194 - val_recall: 0.1667
Epoch 623/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4205 - recall: 0.1702 - val_loss: 0.4194 - val_recall: 0.1667
Epoch 624/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4205 - recall: 0.1702 - val_loss: 0.4194 - val_recall: 0.1667
Epoch 625/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4204 - recall: 0.1702 - val_loss: 0.4193 - val_recall: 0.1667
Epoch 626/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4204 - recall: 0.1702 - val_loss: 0.4193 - val_recall: 0.1667
Epoch 627/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4204 - recall: 0.1702 - val_loss: 0.4193 - val_recall: 0.1667
Epoch 628/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4203 - recall: 0.1702 - val_loss: 0.4193 - val_recall: 0.1667
Epoch 629/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4203 - recall: 0.1702 - val_loss: 0.4192 - val_recall: 0.1667
Epoch 630/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4203 - recall: 0.1702 - val_loss: 0.4192 - val_recall: 0.1667
Epoch 631/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4202 - recall: 0.1702 - val_loss: 0.4192 - val_recall: 0.1667
Epoch 632/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4202 - recall: 0.1702 - val_loss: 0.4191 - val_recall: 0.1667
Epoch 633/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4202 - recall: 0.1702 - val_loss: 0.4191 - val_recall: 0.1667
Epoch 634/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4202 - recall: 0.1710 - val_loss: 0.4191 - val_recall: 0.1667
Epoch 635/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4201 - recall: 0.1710 - val_loss: 0.4191 - val_recall: 0.1667
Epoch 636/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4201 - recall: 0.1710 - val_loss: 0.4190 - val_recall: 0.1667
Epoch 637/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4201 - recall: 0.1710 - val_loss: 0.4190 - val_recall: 0.1667
Epoch 638/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4200 - recall: 0.1702 - val_loss: 0.4190 - val_recall: 0.1667
Epoch 639/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4200 - recall: 0.1702 - val_loss: 0.4190 - val_recall: 0.1667
Epoch 640/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4200 - recall: 0.1702 - val_loss: 0.4189 - val_recall: 0.1667
Epoch 641/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4199 - recall: 0.1702 - val_loss: 0.4189 - val_recall: 0.1667
Epoch 642/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4199 - recall: 0.1702 - val_loss: 0.4189 - val_recall: 0.1667
Epoch 643/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4199 - recall: 0.1702 - val_loss: 0.4188 - val_recall: 0.1667
Epoch 644/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4198 - recall: 0.1702 - val_loss: 0.4188 - val_recall: 0.1667
Epoch 645/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4198 - recall: 0.1710 - val_loss: 0.4188 - val_recall: 0.1691
Epoch 646/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4198 - recall: 0.1710 - val_loss: 0.4188 - val_recall: 0.1691
Epoch 647/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4198 - recall: 0.1702 - val_loss: 0.4187 - val_recall: 0.1691
Epoch 648/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4197 - recall: 0.1702 - val_loss: 0.4187 - val_recall: 0.1691
Epoch 649/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4197 - recall: 0.1702 - val_loss: 0.4187 - val_recall: 0.1691
Epoch 650/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4197 - recall: 0.1718 - val_loss: 0.4187 - val_recall: 0.1691
Epoch 651/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4196 - recall: 0.1702 - val_loss: 0.4186 - val_recall: 0.1716
Epoch 652/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4196 - recall: 0.1718 - val_loss: 0.4186 - val_recall: 0.1716
Epoch 653/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4196 - recall: 0.1718 - val_loss: 0.4186 - val_recall: 0.1716
Epoch 654/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4195 - recall: 0.1710 - val_loss: 0.4186 - val_recall: 0.1716
Epoch 655/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4195 - recall: 0.1718 - val_loss: 0.4185 - val_recall: 0.1716
Epoch 656/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4195 - recall: 0.1718 - val_loss: 0.4185 - val_recall: 0.1716
Epoch 657/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4195 - recall: 0.1718 - val_loss: 0.4185 - val_recall: 0.1716
Epoch 658/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4194 - recall: 0.1710 - val_loss: 0.4185 - val_recall: 0.1716
Epoch 659/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4194 - recall: 0.1718 - val_loss: 0.4184 - val_recall: 0.1716
Epoch 660/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4194 - recall: 0.1710 - val_loss: 0.4184 - val_recall: 0.1716
Epoch 661/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4193 - recall: 0.1718 - val_loss: 0.4184 - val_recall: 0.1716
Epoch 662/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4193 - recall: 0.1718 - val_loss: 0.4184 - val_recall: 0.1716
Epoch 663/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4193 - recall: 0.1710 - val_loss: 0.4183 - val_recall: 0.1716
Epoch 664/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4193 - recall: 0.1735 - val_loss: 0.4183 - val_recall: 0.1716
Epoch 665/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4192 - recall: 0.1718 - val_loss: 0.4183 - val_recall: 0.1716
Epoch 666/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4192 - recall: 0.1710 - val_loss: 0.4182 - val_recall: 0.1716
Epoch 667/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4192 - recall: 0.1727 - val_loss: 0.4182 - val_recall: 0.1716
Epoch 668/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4191 - recall: 0.1743 - val_loss: 0.4182 - val_recall: 0.1716
Epoch 669/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4191 - recall: 0.1735 - val_loss: 0.4182 - val_recall: 0.1716
Epoch 670/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4191 - recall: 0.1735 - val_loss: 0.4181 - val_recall: 0.1716
Epoch 671/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4191 - recall: 0.1727 - val_loss: 0.4181 - val_recall: 0.1716
Epoch 672/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4190 - recall: 0.1735 - val_loss: 0.4181 - val_recall: 0.1716
Epoch 673/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4190 - recall: 0.1735 - val_loss: 0.4181 - val_recall: 0.1716
Epoch 674/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4190 - recall: 0.1735 - val_loss: 0.4180 - val_recall: 0.1716
Epoch 675/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4189 - recall: 0.1743 - val_loss: 0.4180 - val_recall: 0.1716
Epoch 676/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.4189 - recall: 0.1743 - val_loss: 0.4180 - val_recall: 0.1716
Epoch 677/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4189 - recall: 0.1743 - val_loss: 0.4180 - val_recall: 0.1716
Epoch 678/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4189 - recall: 0.1735 - val_loss: 0.4179 - val_recall: 0.1716
Epoch 679/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4188 - recall: 0.1743 - val_loss: 0.4179 - val_recall: 0.1716
Epoch 680/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4188 - recall: 0.1743 - val_loss: 0.4179 - val_recall: 0.1716
Epoch 681/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4188 - recall: 0.1751 - val_loss: 0.4179 - val_recall: 0.1716
Epoch 682/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4187 - recall: 0.1751 - val_loss: 0.4178 - val_recall: 0.1740
Epoch 683/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4187 - recall: 0.1743 - val_loss: 0.4178 - val_recall: 0.1740
Epoch 684/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4187 - recall: 0.1751 - val_loss: 0.4178 - val_recall: 0.1740
Epoch 685/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4187 - recall: 0.1743 - val_loss: 0.4178 - val_recall: 0.1765
Epoch 686/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4186 - recall: 0.1743 - val_loss: 0.4177 - val_recall: 0.1765
Epoch 687/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4186 - recall: 0.1743 - val_loss: 0.4177 - val_recall: 0.1765
Epoch 688/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4186 - recall: 0.1751 - val_loss: 0.4177 - val_recall: 0.1765
Epoch 689/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4185 - recall: 0.1751 - val_loss: 0.4177 - val_recall: 0.1765
Epoch 690/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4185 - recall: 0.1743 - val_loss: 0.4176 - val_recall: 0.1765
Epoch 691/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4185 - recall: 0.1743 - val_loss: 0.4176 - val_recall: 0.1765
Epoch 692/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4185 - recall: 0.1743 - val_loss: 0.4176 - val_recall: 0.1765
Epoch 693/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4184 - recall: 0.1759 - val_loss: 0.4176 - val_recall: 0.1765
Epoch 694/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4184 - recall: 0.1759 - val_loss: 0.4175 - val_recall: 0.1765
Epoch 695/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4184 - recall: 0.1776 - val_loss: 0.4175 - val_recall: 0.1765
Epoch 696/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4183 - recall: 0.1768 - val_loss: 0.4175 - val_recall: 0.1765
Epoch 697/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4183 - recall: 0.1776 - val_loss: 0.4175 - val_recall: 0.1765
Epoch 698/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4183 - recall: 0.1784 - val_loss: 0.4174 - val_recall: 0.1765
Epoch 699/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4183 - recall: 0.1768 - val_loss: 0.4174 - val_recall: 0.1765
Epoch 700/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4182 - recall: 0.1784 - val_loss: 0.4174 - val_recall: 0.1765
Epoch 701/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4182 - recall: 0.1784 - val_loss: 0.4174 - val_recall: 0.1765
Epoch 702/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4182 - recall: 0.1784 - val_loss: 0.4174 - val_recall: 0.1765
Epoch 703/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4181 - recall: 0.1776 - val_loss: 0.4173 - val_recall: 0.1765
Epoch 704/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4181 - recall: 0.1776 - val_loss: 0.4173 - val_recall: 0.1765
Epoch 705/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4181 - recall: 0.1776 - val_loss: 0.4173 - val_recall: 0.1765
Epoch 706/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4181 - recall: 0.1784 - val_loss: 0.4173 - val_recall: 0.1765
Epoch 707/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4180 - recall: 0.1784 - val_loss: 0.4172 - val_recall: 0.1765
Epoch 708/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4180 - recall: 0.1784 - val_loss: 0.4172 - val_recall: 0.1765
Epoch 709/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4180 - recall: 0.1784 - val_loss: 0.4172 - val_recall: 0.1765
Epoch 710/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4180 - recall: 0.1776 - val_loss: 0.4172 - val_recall: 0.1765
Epoch 711/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4179 - recall: 0.1776 - val_loss: 0.4171 - val_recall: 0.1765
Epoch 712/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4179 - recall: 0.1784 - val_loss: 0.4171 - val_recall: 0.1765
Epoch 713/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4179 - recall: 0.1768 - val_loss: 0.4171 - val_recall: 0.1765
Epoch 714/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4178 - recall: 0.1776 - val_loss: 0.4171 - val_recall: 0.1765
Epoch 715/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4178 - recall: 0.1792 - val_loss: 0.4170 - val_recall: 0.1765
Epoch 716/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4178 - recall: 0.1792 - val_loss: 0.4170 - val_recall: 0.1765
Epoch 717/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4178 - recall: 0.1800 - val_loss: 0.4170 - val_recall: 0.1789
Epoch 718/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4177 - recall: 0.1792 - val_loss: 0.4170 - val_recall: 0.1814
Epoch 719/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4177 - recall: 0.1809 - val_loss: 0.4169 - val_recall: 0.1814
Epoch 720/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4177 - recall: 0.1809 - val_loss: 0.4169 - val_recall: 0.1814
Epoch 721/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4177 - recall: 0.1817 - val_loss: 0.4169 - val_recall: 0.1814
Epoch 722/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4176 - recall: 0.1809 - val_loss: 0.4169 - val_recall: 0.1814
Epoch 723/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4176 - recall: 0.1800 - val_loss: 0.4169 - val_recall: 0.1814
Epoch 724/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4176 - recall: 0.1817 - val_loss: 0.4168 - val_recall: 0.1814
Epoch 725/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4175 - recall: 0.1825 - val_loss: 0.4168 - val_recall: 0.1814
Epoch 726/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4175 - recall: 0.1817 - val_loss: 0.4168 - val_recall: 0.1814
Epoch 727/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4175 - recall: 0.1817 - val_loss: 0.4168 - val_recall: 0.1838
Epoch 728/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4175 - recall: 0.1825 - val_loss: 0.4167 - val_recall: 0.1838
Epoch 729/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4174 - recall: 0.1849 - val_loss: 0.4167 - val_recall: 0.1838
Epoch 730/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4174 - recall: 0.1849 - val_loss: 0.4167 - val_recall: 0.1838
Epoch 731/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4174 - recall: 0.1858 - val_loss: 0.4167 - val_recall: 0.1838
Epoch 732/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4174 - recall: 0.1858 - val_loss: 0.4166 - val_recall: 0.1838
Epoch 733/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4173 - recall: 0.1866 - val_loss: 0.4166 - val_recall: 0.1838
Epoch 734/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4173 - recall: 0.1858 - val_loss: 0.4166 - val_recall: 0.1838
Epoch 735/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4173 - recall: 0.1858 - val_loss: 0.4166 - val_recall: 0.1838
Epoch 736/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4173 - recall: 0.1849 - val_loss: 0.4166 - val_recall: 0.1838
Epoch 737/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4172 - recall: 0.1866 - val_loss: 0.4165 - val_recall: 0.1838
Epoch 738/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4172 - recall: 0.1858 - val_loss: 0.4165 - val_recall: 0.1838
Epoch 739/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4172 - recall: 0.1874 - val_loss: 0.4165 - val_recall: 0.1838
Epoch 740/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4171 - recall: 0.1858 - val_loss: 0.4165 - val_recall: 0.1838
Epoch 741/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4171 - recall: 0.1874 - val_loss: 0.4164 - val_recall: 0.1838
Epoch 742/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4171 - recall: 0.1874 - val_loss: 0.4164 - val_recall: 0.1838
Epoch 743/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4171 - recall: 0.1874 - val_loss: 0.4164 - val_recall: 0.1863
Epoch 744/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4170 - recall: 0.1866 - val_loss: 0.4164 - val_recall: 0.1863
Epoch 745/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4170 - recall: 0.1866 - val_loss: 0.4163 - val_recall: 0.1863
Epoch 746/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4170 - recall: 0.1866 - val_loss: 0.4163 - val_recall: 0.1863
Epoch 747/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4170 - recall: 0.1866 - val_loss: 0.4163 - val_recall: 0.1863
Epoch 748/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4169 - recall: 0.1874 - val_loss: 0.4163 - val_recall: 0.1863
Epoch 749/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4169 - recall: 0.1882 - val_loss: 0.4163 - val_recall: 0.1863
Epoch 750/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4169 - recall: 0.1882 - val_loss: 0.4162 - val_recall: 0.1863
Epoch 751/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4169 - recall: 0.1882 - val_loss: 0.4162 - val_recall: 0.1863
Epoch 752/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4168 - recall: 0.1882 - val_loss: 0.4162 - val_recall: 0.1863
Epoch 753/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4168 - recall: 0.1882 - val_loss: 0.4162 - val_recall: 0.1863
Epoch 754/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4168 - recall: 0.1890 - val_loss: 0.4161 - val_recall: 0.1863
Epoch 755/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4168 - recall: 0.1890 - val_loss: 0.4161 - val_recall: 0.1863
Epoch 756/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4167 - recall: 0.1882 - val_loss: 0.4161 - val_recall: 0.1863
Epoch 757/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4167 - recall: 0.1874 - val_loss: 0.4161 - val_recall: 0.1863
Epoch 758/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4167 - recall: 0.1890 - val_loss: 0.4161 - val_recall: 0.1863
Epoch 759/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4167 - recall: 0.1890 - val_loss: 0.4160 - val_recall: 0.1863
Epoch 760/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4166 - recall: 0.1882 - val_loss: 0.4160 - val_recall: 0.1863
Epoch 761/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4166 - recall: 0.1890 - val_loss: 0.4160 - val_recall: 0.1863
Epoch 762/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4166 - recall: 0.1899 - val_loss: 0.4160 - val_recall: 0.1863
Epoch 763/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4165 - recall: 0.1890 - val_loss: 0.4159 - val_recall: 0.1863
Epoch 764/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4165 - recall: 0.1899 - val_loss: 0.4159 - val_recall: 0.1863
Epoch 765/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4165 - recall: 0.1907 - val_loss: 0.4159 - val_recall: 0.1863
Epoch 766/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4165 - recall: 0.1907 - val_loss: 0.4159 - val_recall: 0.1863
Epoch 767/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4164 - recall: 0.1907 - val_loss: 0.4159 - val_recall: 0.1863
Epoch 768/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4164 - recall: 0.1915 - val_loss: 0.4158 - val_recall: 0.1863
Epoch 769/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4164 - recall: 0.1923 - val_loss: 0.4158 - val_recall: 0.1863
Epoch 770/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.4164 - recall: 0.1915 - val_loss: 0.4158 - val_recall: 0.1863
Epoch 771/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4163 - recall: 0.1923 - val_loss: 0.4158 - val_recall: 0.1863
Epoch 772/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4163 - recall: 0.1915 - val_loss: 0.4157 - val_recall: 0.1863
Epoch 773/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4163 - recall: 0.1915 - val_loss: 0.4157 - val_recall: 0.1863
Epoch 774/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4163 - recall: 0.1923 - val_loss: 0.4157 - val_recall: 0.1863
Epoch 775/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4162 - recall: 0.1915 - val_loss: 0.4157 - val_recall: 0.1863
Epoch 776/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4162 - recall: 0.1915 - val_loss: 0.4157 - val_recall: 0.1863
Epoch 777/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4162 - recall: 0.1915 - val_loss: 0.4156 - val_recall: 0.1863
Epoch 778/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4162 - recall: 0.1907 - val_loss: 0.4156 - val_recall: 0.1887
Epoch 779/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4161 - recall: 0.1915 - val_loss: 0.4156 - val_recall: 0.1887
Epoch 780/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4161 - recall: 0.1915 - val_loss: 0.4156 - val_recall: 0.1887
Epoch 781/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4161 - recall: 0.1907 - val_loss: 0.4156 - val_recall: 0.1887
Epoch 782/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4161 - recall: 0.1931 - val_loss: 0.4155 - val_recall: 0.1887
Epoch 783/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4160 - recall: 0.1931 - val_loss: 0.4155 - val_recall: 0.1887
Epoch 784/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4160 - recall: 0.1915 - val_loss: 0.4155 - val_recall: 0.1887
Epoch 785/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4160 - recall: 0.1915 - val_loss: 0.4155 - val_recall: 0.1887
Epoch 786/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4160 - recall: 0.1915 - val_loss: 0.4154 - val_recall: 0.1887
Epoch 787/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4159 - recall: 0.1915 - val_loss: 0.4154 - val_recall: 0.1887
Epoch 788/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4159 - recall: 0.1915 - val_loss: 0.4154 - val_recall: 0.1887
Epoch 789/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4159 - recall: 0.1923 - val_loss: 0.4154 - val_recall: 0.1887
Epoch 790/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4159 - recall: 0.1923 - val_loss: 0.4154 - val_recall: 0.1887
Epoch 791/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4158 - recall: 0.1931 - val_loss: 0.4153 - val_recall: 0.1887
Epoch 792/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4158 - recall: 0.1931 - val_loss: 0.4153 - val_recall: 0.1887
Epoch 793/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4158 - recall: 0.1931 - val_loss: 0.4153 - val_recall: 0.1887
Epoch 794/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4158 - recall: 0.1931 - val_loss: 0.4153 - val_recall: 0.1887
Epoch 795/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4157 - recall: 0.1931 - val_loss: 0.4153 - val_recall: 0.1887
Epoch 796/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4157 - recall: 0.1931 - val_loss: 0.4152 - val_recall: 0.1887
Epoch 797/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4157 - recall: 0.1939 - val_loss: 0.4152 - val_recall: 0.1887
Epoch 798/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4157 - recall: 0.1939 - val_loss: 0.4152 - val_recall: 0.1887
Epoch 799/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4156 - recall: 0.1923 - val_loss: 0.4152 - val_recall: 0.1887
Epoch 800/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4156 - recall: 0.1923 - val_loss: 0.4151 - val_recall: 0.1887
Epoch 801/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4156 - recall: 0.1931 - val_loss: 0.4151 - val_recall: 0.1887
Epoch 802/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4156 - recall: 0.1923 - val_loss: 0.4151 - val_recall: 0.1887
Epoch 803/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4155 - recall: 0.1931 - val_loss: 0.4151 - val_recall: 0.1887
Epoch 804/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4155 - recall: 0.1939 - val_loss: 0.4151 - val_recall: 0.1887
Epoch 805/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4155 - recall: 0.1923 - val_loss: 0.4150 - val_recall: 0.1887
Epoch 806/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4155 - recall: 0.1923 - val_loss: 0.4150 - val_recall: 0.1887
Epoch 807/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4154 - recall: 0.1931 - val_loss: 0.4150 - val_recall: 0.1887
Epoch 808/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4154 - recall: 0.1931 - val_loss: 0.4150 - val_recall: 0.1887
Epoch 809/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4154 - recall: 0.1939 - val_loss: 0.4150 - val_recall: 0.1887
Epoch 810/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4154 - recall: 0.1939 - val_loss: 0.4149 - val_recall: 0.1887
Epoch 811/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4153 - recall: 0.1939 - val_loss: 0.4149 - val_recall: 0.1887
Epoch 812/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4153 - recall: 0.1939 - val_loss: 0.4149 - val_recall: 0.1887
Epoch 813/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4153 - recall: 0.1939 - val_loss: 0.4149 - val_recall: 0.1887
Epoch 814/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4153 - recall: 0.1939 - val_loss: 0.4149 - val_recall: 0.1887
Epoch 815/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4152 - recall: 0.1948 - val_loss: 0.4148 - val_recall: 0.1887
Epoch 816/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4152 - recall: 0.1939 - val_loss: 0.4148 - val_recall: 0.1887
Epoch 817/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4152 - recall: 0.1948 - val_loss: 0.4148 - val_recall: 0.1887
Epoch 818/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4152 - recall: 0.1948 - val_loss: 0.4148 - val_recall: 0.1887
Epoch 819/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4151 - recall: 0.1956 - val_loss: 0.4148 - val_recall: 0.1887
Epoch 820/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4151 - recall: 0.1964 - val_loss: 0.4147 - val_recall: 0.1887
Epoch 821/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4151 - recall: 0.1948 - val_loss: 0.4147 - val_recall: 0.1887
Epoch 822/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4151 - recall: 0.1964 - val_loss: 0.4147 - val_recall: 0.1887
Epoch 823/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4150 - recall: 0.1964 - val_loss: 0.4147 - val_recall: 0.1887
Epoch 824/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4150 - recall: 0.1964 - val_loss: 0.4147 - val_recall: 0.1887
Epoch 825/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4150 - recall: 0.1964 - val_loss: 0.4146 - val_recall: 0.1887
Epoch 826/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4150 - recall: 0.1964 - val_loss: 0.4146 - val_recall: 0.1887
Epoch 827/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4149 - recall: 0.1964 - val_loss: 0.4146 - val_recall: 0.1887
Epoch 828/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4149 - recall: 0.1964 - val_loss: 0.4146 - val_recall: 0.1887
Epoch 829/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4149 - recall: 0.1964 - val_loss: 0.4146 - val_recall: 0.1887
Epoch 830/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4149 - recall: 0.1964 - val_loss: 0.4145 - val_recall: 0.1887
Epoch 831/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4148 - recall: 0.1964 - val_loss: 0.4145 - val_recall: 0.1887
Epoch 832/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4148 - recall: 0.1964 - val_loss: 0.4145 - val_recall: 0.1887
Epoch 833/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4148 - recall: 0.1964 - val_loss: 0.4145 - val_recall: 0.1887
Epoch 834/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4148 - recall: 0.1964 - val_loss: 0.4145 - val_recall: 0.1887
Epoch 835/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4147 - recall: 0.1972 - val_loss: 0.4144 - val_recall: 0.1887
Epoch 836/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4147 - recall: 0.1964 - val_loss: 0.4144 - val_recall: 0.1887
Epoch 837/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4147 - recall: 0.1964 - val_loss: 0.4144 - val_recall: 0.1912
Epoch 838/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4147 - recall: 0.1972 - val_loss: 0.4144 - val_recall: 0.1912
Epoch 839/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4146 - recall: 0.1980 - val_loss: 0.4144 - val_recall: 0.1912
Epoch 840/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4146 - recall: 0.1972 - val_loss: 0.4143 - val_recall: 0.1912
Epoch 841/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4146 - recall: 0.1980 - val_loss: 0.4143 - val_recall: 0.1912
Epoch 842/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4146 - recall: 0.1980 - val_loss: 0.4143 - val_recall: 0.1912
Epoch 843/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4145 - recall: 0.1980 - val_loss: 0.4143 - val_recall: 0.1912
Epoch 844/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4145 - recall: 0.1980 - val_loss: 0.4143 - val_recall: 0.1912
Epoch 845/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4145 - recall: 0.1980 - val_loss: 0.4142 - val_recall: 0.1912
Epoch 846/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4145 - recall: 0.1980 - val_loss: 0.4142 - val_recall: 0.1912
Epoch 847/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4144 - recall: 0.1980 - val_loss: 0.4142 - val_recall: 0.1912
Epoch 848/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4144 - recall: 0.1980 - val_loss: 0.4142 - val_recall: 0.1912
Epoch 849/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4144 - recall: 0.1980 - val_loss: 0.4142 - val_recall: 0.1912
Epoch 850/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4144 - recall: 0.1989 - val_loss: 0.4141 - val_recall: 0.1912
Epoch 851/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4143 - recall: 0.1980 - val_loss: 0.4141 - val_recall: 0.1912
Epoch 852/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4143 - recall: 0.1980 - val_loss: 0.4141 - val_recall: 0.1912
Epoch 853/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4143 - recall: 0.1997 - val_loss: 0.4141 - val_recall: 0.1912
Epoch 854/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4143 - recall: 0.1997 - val_loss: 0.4141 - val_recall: 0.1912
Epoch 855/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4142 - recall: 0.1997 - val_loss: 0.4140 - val_recall: 0.1912
Epoch 856/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4142 - recall: 0.1989 - val_loss: 0.4140 - val_recall: 0.1912
Epoch 857/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4142 - recall: 0.1997 - val_loss: 0.4140 - val_recall: 0.1912
Epoch 858/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4142 - recall: 0.1997 - val_loss: 0.4140 - val_recall: 0.1912
Epoch 859/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4142 - recall: 0.1997 - val_loss: 0.4140 - val_recall: 0.1912
Epoch 860/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4141 - recall: 0.1997 - val_loss: 0.4139 - val_recall: 0.1912
Epoch 861/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4141 - recall: 0.1997 - val_loss: 0.4139 - val_recall: 0.1912
Epoch 862/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4141 - recall: 0.1997 - val_loss: 0.4139 - val_recall: 0.1912
Epoch 863/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4141 - recall: 0.1997 - val_loss: 0.4139 - val_recall: 0.1912
Epoch 864/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4140 - recall: 0.1997 - val_loss: 0.4139 - val_recall: 0.1912
Epoch 865/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4140 - recall: 0.1997 - val_loss: 0.4138 - val_recall: 0.1912
Epoch 866/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4140 - recall: 0.1997 - val_loss: 0.4138 - val_recall: 0.1912
Epoch 867/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4140 - recall: 0.1997 - val_loss: 0.4138 - val_recall: 0.1912
Epoch 868/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4139 - recall: 0.1997 - val_loss: 0.4138 - val_recall: 0.1912
Epoch 869/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4139 - recall: 0.1997 - val_loss: 0.4138 - val_recall: 0.1912
Epoch 870/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4139 - recall: 0.1997 - val_loss: 0.4138 - val_recall: 0.1912
Epoch 871/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4139 - recall: 0.1997 - val_loss: 0.4137 - val_recall: 0.1912
Epoch 872/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4138 - recall: 0.1997 - val_loss: 0.4137 - val_recall: 0.1912
Epoch 873/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4138 - recall: 0.1997 - val_loss: 0.4137 - val_recall: 0.1912
Epoch 874/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4138 - recall: 0.1997 - val_loss: 0.4137 - val_recall: 0.1912
Epoch 875/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4138 - recall: 0.1997 - val_loss: 0.4137 - val_recall: 0.1912
Epoch 876/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4137 - recall: 0.1997 - val_loss: 0.4136 - val_recall: 0.1912
Epoch 877/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4137 - recall: 0.1997 - val_loss: 0.4136 - val_recall: 0.1912
Epoch 878/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4137 - recall: 0.1997 - val_loss: 0.4136 - val_recall: 0.1912
Epoch 879/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4137 - recall: 0.2013 - val_loss: 0.4136 - val_recall: 0.1912
Epoch 880/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4136 - recall: 0.1997 - val_loss: 0.4136 - val_recall: 0.1912
Epoch 881/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4136 - recall: 0.1997 - val_loss: 0.4135 - val_recall: 0.1912
Epoch 882/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4136 - recall: 0.2029 - val_loss: 0.4135 - val_recall: 0.1912
Epoch 883/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4136 - recall: 0.1997 - val_loss: 0.4135 - val_recall: 0.1912
Epoch 884/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4136 - recall: 0.2013 - val_loss: 0.4135 - val_recall: 0.1912
Epoch 885/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4135 - recall: 0.2046 - val_loss: 0.4135 - val_recall: 0.1912
Epoch 886/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4135 - recall: 0.2038 - val_loss: 0.4134 - val_recall: 0.1912
Epoch 887/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4135 - recall: 0.2038 - val_loss: 0.4134 - val_recall: 0.1912
Epoch 888/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4135 - recall: 0.2029 - val_loss: 0.4134 - val_recall: 0.1912
Epoch 889/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4134 - recall: 0.2029 - val_loss: 0.4134 - val_recall: 0.1912
Epoch 890/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4134 - recall: 0.2038 - val_loss: 0.4134 - val_recall: 0.1912
Epoch 891/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4134 - recall: 0.2038 - val_loss: 0.4133 - val_recall: 0.1936
Epoch 892/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4134 - recall: 0.2046 - val_loss: 0.4133 - val_recall: 0.1936
Epoch 893/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4133 - recall: 0.2046 - val_loss: 0.4133 - val_recall: 0.1936
Epoch 894/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4133 - recall: 0.2046 - val_loss: 0.4133 - val_recall: 0.1936
Epoch 895/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4133 - recall: 0.2046 - val_loss: 0.4133 - val_recall: 0.1936
Epoch 896/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4133 - recall: 0.2046 - val_loss: 0.4133 - val_recall: 0.1961
Epoch 897/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4133 - recall: 0.2046 - val_loss: 0.4132 - val_recall: 0.1961
Epoch 898/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4132 - recall: 0.2054 - val_loss: 0.4132 - val_recall: 0.1961
Epoch 899/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4132 - recall: 0.2046 - val_loss: 0.4132 - val_recall: 0.1961
Epoch 900/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4132 - recall: 0.2054 - val_loss: 0.4132 - val_recall: 0.1961
Epoch 901/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4132 - recall: 0.2070 - val_loss: 0.4132 - val_recall: 0.1961
Epoch 902/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4131 - recall: 0.2054 - val_loss: 0.4131 - val_recall: 0.1961
Epoch 903/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4131 - recall: 0.2070 - val_loss: 0.4131 - val_recall: 0.1961
Epoch 904/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4131 - recall: 0.2070 - val_loss: 0.4131 - val_recall: 0.1961
Epoch 905/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4131 - recall: 0.2070 - val_loss: 0.4131 - val_recall: 0.1961
Epoch 906/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4130 - recall: 0.2062 - val_loss: 0.4131 - val_recall: 0.1961
Epoch 907/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4130 - recall: 0.2070 - val_loss: 0.4130 - val_recall: 0.1961
Epoch 908/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4130 - recall: 0.2070 - val_loss: 0.4130 - val_recall: 0.1961
Epoch 909/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4130 - recall: 0.2070 - val_loss: 0.4130 - val_recall: 0.1961
Epoch 910/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4130 - recall: 0.2070 - val_loss: 0.4130 - val_recall: 0.1961
Epoch 911/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4129 - recall: 0.2070 - val_loss: 0.4130 - val_recall: 0.1961
Epoch 912/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4129 - recall: 0.2070 - val_loss: 0.4130 - val_recall: 0.1961
Epoch 913/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4129 - recall: 0.2070 - val_loss: 0.4129 - val_recall: 0.1961
Epoch 914/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4129 - recall: 0.2070 - val_loss: 0.4129 - val_recall: 0.1961
Epoch 915/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4128 - recall: 0.2070 - val_loss: 0.4129 - val_recall: 0.1961
Epoch 916/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4128 - recall: 0.2070 - val_loss: 0.4129 - val_recall: 0.1961
Epoch 917/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4128 - recall: 0.2079 - val_loss: 0.4129 - val_recall: 0.1961
Epoch 918/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4128 - recall: 0.2087 - val_loss: 0.4128 - val_recall: 0.1961
Epoch 919/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4127 - recall: 0.2079 - val_loss: 0.4128 - val_recall: 0.1961
Epoch 920/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4127 - recall: 0.2070 - val_loss: 0.4128 - val_recall: 0.1961
Epoch 921/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4127 - recall: 0.2079 - val_loss: 0.4128 - val_recall: 0.1961
Epoch 922/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4127 - recall: 0.2079 - val_loss: 0.4128 - val_recall: 0.1961
Epoch 923/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4127 - recall: 0.2095 - val_loss: 0.4128 - val_recall: 0.1961
Epoch 924/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4126 - recall: 0.2095 - val_loss: 0.4127 - val_recall: 0.1961
Epoch 925/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4126 - recall: 0.2095 - val_loss: 0.4127 - val_recall: 0.1961
Epoch 926/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4126 - recall: 0.2095 - val_loss: 0.4127 - val_recall: 0.1961
Epoch 927/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4126 - recall: 0.2095 - val_loss: 0.4127 - val_recall: 0.1961
Epoch 928/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4125 - recall: 0.2095 - val_loss: 0.4127 - val_recall: 0.1985
Epoch 929/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4125 - recall: 0.2111 - val_loss: 0.4126 - val_recall: 0.1985
Epoch 930/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4125 - recall: 0.2103 - val_loss: 0.4126 - val_recall: 0.1985
Epoch 931/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4125 - recall: 0.2103 - val_loss: 0.4126 - val_recall: 0.1985
Epoch 932/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4125 - recall: 0.2119 - val_loss: 0.4126 - val_recall: 0.1985
Epoch 933/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4124 - recall: 0.2111 - val_loss: 0.4126 - val_recall: 0.1985
Epoch 934/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4124 - recall: 0.2111 - val_loss: 0.4125 - val_recall: 0.1985
Epoch 935/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4124 - recall: 0.2128 - val_loss: 0.4125 - val_recall: 0.1985
Epoch 936/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4124 - recall: 0.2111 - val_loss: 0.4125 - val_recall: 0.1985
Epoch 937/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4123 - recall: 0.2119 - val_loss: 0.4125 - val_recall: 0.1985
Epoch 938/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4123 - recall: 0.2128 - val_loss: 0.4125 - val_recall: 0.1985
Epoch 939/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4123 - recall: 0.2136 - val_loss: 0.4125 - val_recall: 0.2010
Epoch 940/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4123 - recall: 0.2136 - val_loss: 0.4124 - val_recall: 0.2010
Epoch 941/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4122 - recall: 0.2136 - val_loss: 0.4124 - val_recall: 0.2010
Epoch 942/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4122 - recall: 0.2136 - val_loss: 0.4124 - val_recall: 0.2010
Epoch 943/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4122 - recall: 0.2136 - val_loss: 0.4124 - val_recall: 0.2010
Epoch 944/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4122 - recall: 0.2136 - val_loss: 0.4124 - val_recall: 0.2010
Epoch 945/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4122 - recall: 0.2136 - val_loss: 0.4124 - val_recall: 0.2010
Epoch 946/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4121 - recall: 0.2136 - val_loss: 0.4123 - val_recall: 0.2010
Epoch 947/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4121 - recall: 0.2136 - val_loss: 0.4123 - val_recall: 0.2010
Epoch 948/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4121 - recall: 0.2144 - val_loss: 0.4123 - val_recall: 0.2010
Epoch 949/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4121 - recall: 0.2136 - val_loss: 0.4123 - val_recall: 0.2010
Epoch 950/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4120 - recall: 0.2144 - val_loss: 0.4123 - val_recall: 0.2010
Epoch 951/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4120 - recall: 0.2144 - val_loss: 0.4122 - val_recall: 0.2010
Epoch 952/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4120 - recall: 0.2144 - val_loss: 0.4122 - val_recall: 0.2010
Epoch 953/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4120 - recall: 0.2152 - val_loss: 0.4122 - val_recall: 0.2010
Epoch 954/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4120 - recall: 0.2160 - val_loss: 0.4122 - val_recall: 0.2010
Epoch 955/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4119 - recall: 0.2144 - val_loss: 0.4122 - val_recall: 0.2010
Epoch 956/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4119 - recall: 0.2152 - val_loss: 0.4122 - val_recall: 0.2010
Epoch 957/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4119 - recall: 0.2160 - val_loss: 0.4121 - val_recall: 0.2010
Epoch 958/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4119 - recall: 0.2160 - val_loss: 0.4121 - val_recall: 0.2010
Epoch 959/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4118 - recall: 0.2152 - val_loss: 0.4121 - val_recall: 0.2010
Epoch 960/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4118 - recall: 0.2160 - val_loss: 0.4121 - val_recall: 0.2034
Epoch 961/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4118 - recall: 0.2160 - val_loss: 0.4121 - val_recall: 0.2034
Epoch 962/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4118 - recall: 0.2160 - val_loss: 0.4120 - val_recall: 0.2034
Epoch 963/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4118 - recall: 0.2160 - val_loss: 0.4120 - val_recall: 0.2059
Epoch 964/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4117 - recall: 0.2160 - val_loss: 0.4120 - val_recall: 0.2059
Epoch 965/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4117 - recall: 0.2160 - val_loss: 0.4120 - val_recall: 0.2059
Epoch 966/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4117 - recall: 0.2169 - val_loss: 0.4120 - val_recall: 0.2059
Epoch 967/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4117 - recall: 0.2160 - val_loss: 0.4120 - val_recall: 0.2059
Epoch 968/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4116 - recall: 0.2169 - val_loss: 0.4119 - val_recall: 0.2059
Epoch 969/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4116 - recall: 0.2169 - val_loss: 0.4119 - val_recall: 0.2059
Epoch 970/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4116 - recall: 0.2169 - val_loss: 0.4119 - val_recall: 0.2059
Epoch 971/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4116 - recall: 0.2177 - val_loss: 0.4119 - val_recall: 0.2059
Epoch 972/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4116 - recall: 0.2177 - val_loss: 0.4119 - val_recall: 0.2059
Epoch 973/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4115 - recall: 0.2177 - val_loss: 0.4118 - val_recall: 0.2059
Epoch 974/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4115 - recall: 0.2177 - val_loss: 0.4118 - val_recall: 0.2059
Epoch 975/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4115 - recall: 0.2177 - val_loss: 0.4118 - val_recall: 0.2059
Epoch 976/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4115 - recall: 0.2177 - val_loss: 0.4118 - val_recall: 0.2059
Epoch 977/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4114 - recall: 0.2185 - val_loss: 0.4118 - val_recall: 0.2059
Epoch 978/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4114 - recall: 0.2177 - val_loss: 0.4118 - val_recall: 0.2059
Epoch 979/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4114 - recall: 0.2185 - val_loss: 0.4117 - val_recall: 0.2059
Epoch 980/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4114 - recall: 0.2185 - val_loss: 0.4117 - val_recall: 0.2059
Epoch 981/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4114 - recall: 0.2185 - val_loss: 0.4117 - val_recall: 0.2059
Epoch 982/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4113 - recall: 0.2177 - val_loss: 0.4117 - val_recall: 0.2059
Epoch 983/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4113 - recall: 0.2185 - val_loss: 0.4117 - val_recall: 0.2059
Epoch 984/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4113 - recall: 0.2185 - val_loss: 0.4117 - val_recall: 0.2059
Epoch 985/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4113 - recall: 0.2185 - val_loss: 0.4116 - val_recall: 0.2059
Epoch 986/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4112 - recall: 0.2185 - val_loss: 0.4116 - val_recall: 0.2059
Epoch 987/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4112 - recall: 0.2185 - val_loss: 0.4116 - val_recall: 0.2059
Epoch 988/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4112 - recall: 0.2185 - val_loss: 0.4116 - val_recall: 0.2059
Epoch 989/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4112 - recall: 0.2185 - val_loss: 0.4116 - val_recall: 0.2059
Epoch 990/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4112 - recall: 0.2185 - val_loss: 0.4116 - val_recall: 0.2059
Epoch 991/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4111 - recall: 0.2185 - val_loss: 0.4115 - val_recall: 0.2059
Epoch 992/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4111 - recall: 0.2185 - val_loss: 0.4115 - val_recall: 0.2059
Epoch 993/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4111 - recall: 0.2185 - val_loss: 0.4115 - val_recall: 0.2059
Epoch 994/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4111 - recall: 0.2185 - val_loss: 0.4115 - val_recall: 0.2059
Epoch 995/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4110 - recall: 0.2193 - val_loss: 0.4115 - val_recall: 0.2059
Epoch 996/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4110 - recall: 0.2185 - val_loss: 0.4114 - val_recall: 0.2059
Epoch 997/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4110 - recall: 0.2185 - val_loss: 0.4114 - val_recall: 0.2059
Epoch 998/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4110 - recall: 0.2185 - val_loss: 0.4114 - val_recall: 0.2083
Epoch 999/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4110 - recall: 0.2193 - val_loss: 0.4114 - val_recall: 0.2083
Epoch 1000/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4109 - recall: 0.2185 - val_loss: 0.4114 - val_recall: 0.2083
Epoch 1001/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4109 - recall: 0.2193 - val_loss: 0.4114 - val_recall: 0.2083
Epoch 1002/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4109 - recall: 0.2193 - val_loss: 0.4113 - val_recall: 0.2059
Epoch 1003/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4109 - recall: 0.2193 - val_loss: 0.4113 - val_recall: 0.2059
Epoch 1004/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4108 - recall: 0.2193 - val_loss: 0.4113 - val_recall: 0.2059
Epoch 1005/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4108 - recall: 0.2201 - val_loss: 0.4113 - val_recall: 0.2059
Epoch 1006/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4108 - recall: 0.2193 - val_loss: 0.4113 - val_recall: 0.2059
Epoch 1007/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4108 - recall: 0.2201 - val_loss: 0.4113 - val_recall: 0.2059
Epoch 1008/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4108 - recall: 0.2209 - val_loss: 0.4112 - val_recall: 0.2059
Epoch 1009/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4107 - recall: 0.2201 - val_loss: 0.4112 - val_recall: 0.2059
Epoch 1010/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4107 - recall: 0.2201 - val_loss: 0.4112 - val_recall: 0.2059
Epoch 1011/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4107 - recall: 0.2201 - val_loss: 0.4112 - val_recall: 0.2083
Epoch 1012/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4107 - recall: 0.2218 - val_loss: 0.4112 - val_recall: 0.2083
Epoch 1013/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4107 - recall: 0.2218 - val_loss: 0.4112 - val_recall: 0.2083
Epoch 1014/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4106 - recall: 0.2218 - val_loss: 0.4111 - val_recall: 0.2083
Epoch 1015/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4106 - recall: 0.2209 - val_loss: 0.4111 - val_recall: 0.2083
Epoch 1016/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4106 - recall: 0.2218 - val_loss: 0.4111 - val_recall: 0.2083
Epoch 1017/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4106 - recall: 0.2226 - val_loss: 0.4111 - val_recall: 0.2083
Epoch 1018/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4105 - recall: 0.2209 - val_loss: 0.4111 - val_recall: 0.2083
Epoch 1019/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4105 - recall: 0.2218 - val_loss: 0.4111 - val_recall: 0.2083
Epoch 1020/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4105 - recall: 0.2218 - val_loss: 0.4110 - val_recall: 0.2083
Epoch 1021/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4105 - recall: 0.2226 - val_loss: 0.4110 - val_recall: 0.2083
Epoch 1022/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4105 - recall: 0.2218 - val_loss: 0.4110 - val_recall: 0.2083
Epoch 1023/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4104 - recall: 0.2226 - val_loss: 0.4110 - val_recall: 0.2083
Epoch 1024/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4104 - recall: 0.2226 - val_loss: 0.4110 - val_recall: 0.2083
Epoch 1025/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4104 - recall: 0.2226 - val_loss: 0.4110 - val_recall: 0.2083
Epoch 1026/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4104 - recall: 0.2226 - val_loss: 0.4109 - val_recall: 0.2083
Epoch 1027/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4104 - recall: 0.2226 - val_loss: 0.4109 - val_recall: 0.2083
Epoch 1028/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4103 - recall: 0.2226 - val_loss: 0.4109 - val_recall: 0.2083
Epoch 1029/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4103 - recall: 0.2242 - val_loss: 0.4109 - val_recall: 0.2083
Epoch 1030/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4103 - recall: 0.2242 - val_loss: 0.4109 - val_recall: 0.2083
Epoch 1031/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4103 - recall: 0.2242 - val_loss: 0.4109 - val_recall: 0.2083
Epoch 1032/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4102 - recall: 0.2242 - val_loss: 0.4108 - val_recall: 0.2083
Epoch 1033/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4102 - recall: 0.2259 - val_loss: 0.4108 - val_recall: 0.2083
Epoch 1034/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4102 - recall: 0.2242 - val_loss: 0.4108 - val_recall: 0.2083
Epoch 1035/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4102 - recall: 0.2242 - val_loss: 0.4108 - val_recall: 0.2083
Epoch 1036/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4102 - recall: 0.2250 - val_loss: 0.4108 - val_recall: 0.2083
Epoch 1037/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4101 - recall: 0.2242 - val_loss: 0.4108 - val_recall: 0.2083
Epoch 1038/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4101 - recall: 0.2250 - val_loss: 0.4107 - val_recall: 0.2083
Epoch 1039/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4101 - recall: 0.2250 - val_loss: 0.4107 - val_recall: 0.2108
Epoch 1040/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4101 - recall: 0.2250 - val_loss: 0.4107 - val_recall: 0.2108
Epoch 1041/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4101 - recall: 0.2259 - val_loss: 0.4107 - val_recall: 0.2108
Epoch 1042/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4100 - recall: 0.2259 - val_loss: 0.4107 - val_recall: 0.2108
Epoch 1043/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4100 - recall: 0.2259 - val_loss: 0.4107 - val_recall: 0.2108
Epoch 1044/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4100 - recall: 0.2259 - val_loss: 0.4106 - val_recall: 0.2108
Epoch 1045/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4100 - recall: 0.2259 - val_loss: 0.4106 - val_recall: 0.2108
Epoch 1046/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4099 - recall: 0.2259 - val_loss: 0.4106 - val_recall: 0.2108
Epoch 1047/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4099 - recall: 0.2259 - val_loss: 0.4106 - val_recall: 0.2108
Epoch 1048/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4099 - recall: 0.2267 - val_loss: 0.4106 - val_recall: 0.2108
Epoch 1049/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4099 - recall: 0.2259 - val_loss: 0.4106 - val_recall: 0.2108
Epoch 1050/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4099 - recall: 0.2267 - val_loss: 0.4105 - val_recall: 0.2108
Epoch 1051/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4098 - recall: 0.2267 - val_loss: 0.4105 - val_recall: 0.2108
Epoch 1052/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4098 - recall: 0.2259 - val_loss: 0.4105 - val_recall: 0.2108
Epoch 1053/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4098 - recall: 0.2259 - val_loss: 0.4105 - val_recall: 0.2108
Epoch 1054/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4098 - recall: 0.2267 - val_loss: 0.4105 - val_recall: 0.2108
Epoch 1055/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4098 - recall: 0.2259 - val_loss: 0.4105 - val_recall: 0.2108
Epoch 1056/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4097 - recall: 0.2267 - val_loss: 0.4104 - val_recall: 0.2108
Epoch 1057/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4097 - recall: 0.2267 - val_loss: 0.4104 - val_recall: 0.2108
Epoch 1058/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4097 - recall: 0.2267 - val_loss: 0.4104 - val_recall: 0.2108
Epoch 1059/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4097 - recall: 0.2267 - val_loss: 0.4104 - val_recall: 0.2108
Epoch 1060/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4097 - recall: 0.2267 - val_loss: 0.4104 - val_recall: 0.2108
Epoch 1061/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4096 - recall: 0.2267 - val_loss: 0.4104 - val_recall: 0.2083
Epoch 1062/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4096 - recall: 0.2267 - val_loss: 0.4103 - val_recall: 0.2083
Epoch 1063/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4096 - recall: 0.2267 - val_loss: 0.4103 - val_recall: 0.2083
Epoch 1064/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4096 - recall: 0.2267 - val_loss: 0.4103 - val_recall: 0.2083
Epoch 1065/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4095 - recall: 0.2267 - val_loss: 0.4103 - val_recall: 0.2083
Epoch 1066/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4095 - recall: 0.2275 - val_loss: 0.4103 - val_recall: 0.2083
Epoch 1067/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4095 - recall: 0.2275 - val_loss: 0.4103 - val_recall: 0.2083
Epoch 1068/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4095 - recall: 0.2275 - val_loss: 0.4102 - val_recall: 0.2083
Epoch 1069/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4095 - recall: 0.2275 - val_loss: 0.4102 - val_recall: 0.2083
Epoch 1070/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4094 - recall: 0.2275 - val_loss: 0.4102 - val_recall: 0.2083
Epoch 1071/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4094 - recall: 0.2275 - val_loss: 0.4102 - val_recall: 0.2083
Epoch 1072/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4094 - recall: 0.2275 - val_loss: 0.4102 - val_recall: 0.2083
Epoch 1073/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4094 - recall: 0.2275 - val_loss: 0.4102 - val_recall: 0.2083
Epoch 1074/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4094 - recall: 0.2275 - val_loss: 0.4101 - val_recall: 0.2059
Epoch 1075/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4093 - recall: 0.2275 - val_loss: 0.4101 - val_recall: 0.2083
Epoch 1076/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4093 - recall: 0.2275 - val_loss: 0.4101 - val_recall: 0.2083
Epoch 1077/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4093 - recall: 0.2275 - val_loss: 0.4101 - val_recall: 0.2059
Epoch 1078/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4093 - recall: 0.2275 - val_loss: 0.4101 - val_recall: 0.2059
Epoch 1079/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4092 - recall: 0.2275 - val_loss: 0.4101 - val_recall: 0.2059
Epoch 1080/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4092 - recall: 0.2275 - val_loss: 0.4100 - val_recall: 0.2059
Epoch 1081/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4092 - recall: 0.2275 - val_loss: 0.4100 - val_recall: 0.2059
Epoch 1082/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4092 - recall: 0.2275 - val_loss: 0.4100 - val_recall: 0.2059
Epoch 1083/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4092 - recall: 0.2275 - val_loss: 0.4100 - val_recall: 0.2059
Epoch 1084/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4091 - recall: 0.2275 - val_loss: 0.4100 - val_recall: 0.2059
Epoch 1085/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4091 - recall: 0.2275 - val_loss: 0.4100 - val_recall: 0.2059
Epoch 1086/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4091 - recall: 0.2283 - val_loss: 0.4099 - val_recall: 0.2059
Epoch 1087/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4091 - recall: 0.2275 - val_loss: 0.4099 - val_recall: 0.2059
Epoch 1088/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4091 - recall: 0.2275 - val_loss: 0.4099 - val_recall: 0.2059
Epoch 1089/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.4090 - recall: 0.2275 - val_loss: 0.4099 - val_recall: 0.2059
Epoch 1090/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.4090 - recall: 0.2275 - val_loss: 0.4099 - val_recall: 0.2059
Epoch 1091/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4090 - recall: 0.2283 - val_loss: 0.4098 - val_recall: 0.2059
Epoch 1092/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4090 - recall: 0.2275 - val_loss: 0.4098 - val_recall: 0.2059
Epoch 1093/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4090 - recall: 0.2283 - val_loss: 0.4098 - val_recall: 0.2059
Epoch 1094/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4089 - recall: 0.2283 - val_loss: 0.4098 - val_recall: 0.2059
Epoch 1095/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4089 - recall: 0.2283 - val_loss: 0.4098 - val_recall: 0.2059
Epoch 1096/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4089 - recall: 0.2283 - val_loss: 0.4098 - val_recall: 0.2059
Epoch 1097/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4089 - recall: 0.2283 - val_loss: 0.4097 - val_recall: 0.2059
Epoch 1098/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4088 - recall: 0.2283 - val_loss: 0.4097 - val_recall: 0.2059
Epoch 1099/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4088 - recall: 0.2283 - val_loss: 0.4097 - val_recall: 0.2059
Epoch 1100/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4088 - recall: 0.2291 - val_loss: 0.4097 - val_recall: 0.2059
Epoch 1101/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4088 - recall: 0.2283 - val_loss: 0.4097 - val_recall: 0.2059
Epoch 1102/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4088 - recall: 0.2283 - val_loss: 0.4097 - val_recall: 0.2059
Epoch 1103/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4087 - recall: 0.2283 - val_loss: 0.4096 - val_recall: 0.2059
Epoch 1104/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4087 - recall: 0.2283 - val_loss: 0.4096 - val_recall: 0.2059
Epoch 1105/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4087 - recall: 0.2291 - val_loss: 0.4096 - val_recall: 0.2059
Epoch 1106/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4087 - recall: 0.2283 - val_loss: 0.4096 - val_recall: 0.2059
Epoch 1107/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4087 - recall: 0.2291 - val_loss: 0.4096 - val_recall: 0.2059
Epoch 1108/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4086 - recall: 0.2283 - val_loss: 0.4096 - val_recall: 0.2059
Epoch 1109/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4086 - recall: 0.2291 - val_loss: 0.4096 - val_recall: 0.2059
Epoch 1110/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4086 - recall: 0.2283 - val_loss: 0.4095 - val_recall: 0.2059
Epoch 1111/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4086 - recall: 0.2300 - val_loss: 0.4095 - val_recall: 0.2059
Epoch 1112/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4086 - recall: 0.2283 - val_loss: 0.4095 - val_recall: 0.2059
Epoch 1113/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4085 - recall: 0.2291 - val_loss: 0.4095 - val_recall: 0.2059
Epoch 1114/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4085 - recall: 0.2300 - val_loss: 0.4095 - val_recall: 0.2059
Epoch 1115/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4085 - recall: 0.2300 - val_loss: 0.4095 - val_recall: 0.2083
Epoch 1116/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4085 - recall: 0.2300 - val_loss: 0.4094 - val_recall: 0.2083
Epoch 1117/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4084 - recall: 0.2300 - val_loss: 0.4094 - val_recall: 0.2083
Epoch 1118/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4084 - recall: 0.2300 - val_loss: 0.4094 - val_recall: 0.2108
Epoch 1119/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4084 - recall: 0.2308 - val_loss: 0.4094 - val_recall: 0.2108
Epoch 1120/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4084 - recall: 0.2308 - val_loss: 0.4094 - val_recall: 0.2132
Epoch 1121/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4084 - recall: 0.2300 - val_loss: 0.4094 - val_recall: 0.2132
Epoch 1122/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4083 - recall: 0.2300 - val_loss: 0.4093 - val_recall: 0.2132
Epoch 1123/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4083 - recall: 0.2300 - val_loss: 0.4093 - val_recall: 0.2132
Epoch 1124/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4083 - recall: 0.2300 - val_loss: 0.4093 - val_recall: 0.2132
Epoch 1125/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4083 - recall: 0.2308 - val_loss: 0.4093 - val_recall: 0.2132
Epoch 1126/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4083 - recall: 0.2308 - val_loss: 0.4093 - val_recall: 0.2132
Epoch 1127/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4082 - recall: 0.2316 - val_loss: 0.4093 - val_recall: 0.2132
Epoch 1128/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4082 - recall: 0.2308 - val_loss: 0.4092 - val_recall: 0.2132
Epoch 1129/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4082 - recall: 0.2316 - val_loss: 0.4092 - val_recall: 0.2132
Epoch 1130/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4082 - recall: 0.2316 - val_loss: 0.4092 - val_recall: 0.2132
Epoch 1131/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4082 - recall: 0.2316 - val_loss: 0.4092 - val_recall: 0.2132
Epoch 1132/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4081 - recall: 0.2324 - val_loss: 0.4092 - val_recall: 0.2132
Epoch 1133/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4081 - recall: 0.2316 - val_loss: 0.4092 - val_recall: 0.2132
Epoch 1134/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4081 - recall: 0.2324 - val_loss: 0.4091 - val_recall: 0.2132
Epoch 1135/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4081 - recall: 0.2308 - val_loss: 0.4091 - val_recall: 0.2132
Epoch 1136/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4081 - recall: 0.2308 - val_loss: 0.4091 - val_recall: 0.2132
Epoch 1137/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4080 - recall: 0.2324 - val_loss: 0.4091 - val_recall: 0.2132
Epoch 1138/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4080 - recall: 0.2324 - val_loss: 0.4091 - val_recall: 0.2157
Epoch 1139/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4080 - recall: 0.2324 - val_loss: 0.4091 - val_recall: 0.2157
Epoch 1140/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4080 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157
Epoch 1141/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4079 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157
Epoch 1142/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4079 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157
Epoch 1143/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4079 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157
Epoch 1144/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4079 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157
Epoch 1145/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4079 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157
Epoch 1146/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4078 - recall: 0.2324 - val_loss: 0.4090 - val_recall: 0.2157
Epoch 1147/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4078 - recall: 0.2324 - val_loss: 0.4089 - val_recall: 0.2157
Epoch 1148/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4078 - recall: 0.2332 - val_loss: 0.4089 - val_recall: 0.2157
Epoch 1149/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4078 - recall: 0.2324 - val_loss: 0.4089 - val_recall: 0.2157
Epoch 1150/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4078 - recall: 0.2332 - val_loss: 0.4089 - val_recall: 0.2157
Epoch 1151/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4077 - recall: 0.2332 - val_loss: 0.4089 - val_recall: 0.2157
Epoch 1152/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4077 - recall: 0.2332 - val_loss: 0.4089 - val_recall: 0.2157
Epoch 1153/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4077 - recall: 0.2332 - val_loss: 0.4088 - val_recall: 0.2157
Epoch 1154/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4077 - recall: 0.2332 - val_loss: 0.4088 - val_recall: 0.2157
Epoch 1155/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4077 - recall: 0.2332 - val_loss: 0.4088 - val_recall: 0.2157
Epoch 1156/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4076 - recall: 0.2332 - val_loss: 0.4088 - val_recall: 0.2157
Epoch 1157/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4076 - recall: 0.2332 - val_loss: 0.4088 - val_recall: 0.2157
Epoch 1158/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4076 - recall: 0.2340 - val_loss: 0.4088 - val_recall: 0.2157
Epoch 1159/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4076 - recall: 0.2332 - val_loss: 0.4087 - val_recall: 0.2157
Epoch 1160/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4075 - recall: 0.2332 - val_loss: 0.4087 - val_recall: 0.2157
Epoch 1161/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4075 - recall: 0.2340 - val_loss: 0.4087 - val_recall: 0.2157
Epoch 1162/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4075 - recall: 0.2332 - val_loss: 0.4087 - val_recall: 0.2181
Epoch 1163/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4075 - recall: 0.2349 - val_loss: 0.4087 - val_recall: 0.2181
Epoch 1164/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4075 - recall: 0.2332 - val_loss: 0.4087 - val_recall: 0.2181
Epoch 1165/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4074 - recall: 0.2349 - val_loss: 0.4087 - val_recall: 0.2181
Epoch 1166/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4074 - recall: 0.2349 - val_loss: 0.4086 - val_recall: 0.2181
Epoch 1167/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4074 - recall: 0.2349 - val_loss: 0.4086 - val_recall: 0.2181
Epoch 1168/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4074 - recall: 0.2349 - val_loss: 0.4086 - val_recall: 0.2181
Epoch 1169/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4074 - recall: 0.2349 - val_loss: 0.4086 - val_recall: 0.2181
Epoch 1170/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4073 - recall: 0.2349 - val_loss: 0.4086 - val_recall: 0.2181
Epoch 1171/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4073 - recall: 0.2349 - val_loss: 0.4086 - val_recall: 0.2206
Epoch 1172/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4073 - recall: 0.2349 - val_loss: 0.4085 - val_recall: 0.2206
Epoch 1173/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4073 - recall: 0.2349 - val_loss: 0.4085 - val_recall: 0.2206
Epoch 1174/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4073 - recall: 0.2349 - val_loss: 0.4085 - val_recall: 0.2206
Epoch 1175/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4072 - recall: 0.2349 - val_loss: 0.4085 - val_recall: 0.2206
Epoch 1176/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4072 - recall: 0.2349 - val_loss: 0.4085 - val_recall: 0.2206
Epoch 1177/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4072 - recall: 0.2349 - val_loss: 0.4085 - val_recall: 0.2206
Epoch 1178/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4072 - recall: 0.2357 - val_loss: 0.4084 - val_recall: 0.2206
Epoch 1179/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4072 - recall: 0.2357 - val_loss: 0.4084 - val_recall: 0.2206
Epoch 1180/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4071 - recall: 0.2365 - val_loss: 0.4084 - val_recall: 0.2206
Epoch 1181/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4071 - recall: 0.2357 - val_loss: 0.4084 - val_recall: 0.2206
Epoch 1182/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4071 - recall: 0.2373 - val_loss: 0.4084 - val_recall: 0.2206
Epoch 1183/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4071 - recall: 0.2365 - val_loss: 0.4084 - val_recall: 0.2206
Epoch 1184/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4071 - recall: 0.2373 - val_loss: 0.4084 - val_recall: 0.2206
Epoch 1185/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4070 - recall: 0.2365 - val_loss: 0.4083 - val_recall: 0.2206
Epoch 1186/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4070 - recall: 0.2365 - val_loss: 0.4083 - val_recall: 0.2206
Epoch 1187/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4070 - recall: 0.2365 - val_loss: 0.4083 - val_recall: 0.2206
Epoch 1188/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4070 - recall: 0.2373 - val_loss: 0.4083 - val_recall: 0.2206
Epoch 1189/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4069 - recall: 0.2373 - val_loss: 0.4083 - val_recall: 0.2206
Epoch 1190/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4069 - recall: 0.2373 - val_loss: 0.4083 - val_recall: 0.2206
Epoch 1191/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.4069 - recall: 0.2373 - val_loss: 0.4082 - val_recall: 0.2206
Epoch 1192/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4069 - recall: 0.2373 - val_loss: 0.4082 - val_recall: 0.2206
Epoch 1193/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4069 - recall: 0.2373 - val_loss: 0.4082 - val_recall: 0.2206
Epoch 1194/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4068 - recall: 0.2373 - val_loss: 0.4082 - val_recall: 0.2206
Epoch 1195/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4068 - recall: 0.2373 - val_loss: 0.4082 - val_recall: 0.2206
Epoch 1196/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4068 - recall: 0.2373 - val_loss: 0.4082 - val_recall: 0.2206
Epoch 1197/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4068 - recall: 0.2373 - val_loss: 0.4081 - val_recall: 0.2206
Epoch 1198/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4068 - recall: 0.2373 - val_loss: 0.4081 - val_recall: 0.2206
Epoch 1199/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4067 - recall: 0.2373 - val_loss: 0.4081 - val_recall: 0.2206
Epoch 1200/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.4067 - recall: 0.2373 - val_loss: 0.4081 - val_recall: 0.2206
Epoch 1201/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4067 - recall: 0.2373 - val_loss: 0.4081 - val_recall: 0.2206
Epoch 1202/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4067 - recall: 0.2381 - val_loss: 0.4081 - val_recall: 0.2206
Epoch 1203/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4067 - recall: 0.2381 - val_loss: 0.4080 - val_recall: 0.2206
Epoch 1204/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4066 - recall: 0.2381 - val_loss: 0.4080 - val_recall: 0.2206
Epoch 1205/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4066 - recall: 0.2390 - val_loss: 0.4080 - val_recall: 0.2230
Epoch 1206/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4066 - recall: 0.2381 - val_loss: 0.4080 - val_recall: 0.2230
Epoch 1207/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4066 - recall: 0.2390 - val_loss: 0.4080 - val_recall: 0.2230
Epoch 1208/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4066 - recall: 0.2390 - val_loss: 0.4080 - val_recall: 0.2230
Epoch 1209/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4065 - recall: 0.2390 - val_loss: 0.4080 - val_recall: 0.2230
Epoch 1210/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4065 - recall: 0.2390 - val_loss: 0.4079 - val_recall: 0.2230
Epoch 1211/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4065 - recall: 0.2390 - val_loss: 0.4079 - val_recall: 0.2230
Epoch 1212/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4065 - recall: 0.2390 - val_loss: 0.4079 - val_recall: 0.2230
Epoch 1213/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4065 - recall: 0.2390 - val_loss: 0.4079 - val_recall: 0.2230
Epoch 1214/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4064 - recall: 0.2390 - val_loss: 0.4079 - val_recall: 0.2230
Epoch 1215/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4064 - recall: 0.2390 - val_loss: 0.4079 - val_recall: 0.2230
Epoch 1216/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4064 - recall: 0.2390 - val_loss: 0.4078 - val_recall: 0.2230
Epoch 1217/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4064 - recall: 0.2390 - val_loss: 0.4078 - val_recall: 0.2230
Epoch 1218/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4064 - recall: 0.2390 - val_loss: 0.4078 - val_recall: 0.2230
Epoch 1219/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4063 - recall: 0.2390 - val_loss: 0.4078 - val_recall: 0.2230
Epoch 1220/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4063 - recall: 0.2390 - val_loss: 0.4078 - val_recall: 0.2230
Epoch 1221/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4063 - recall: 0.2390 - val_loss: 0.4078 - val_recall: 0.2230
Epoch 1222/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4063 - recall: 0.2398 - val_loss: 0.4078 - val_recall: 0.2230
Epoch 1223/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4063 - recall: 0.2398 - val_loss: 0.4077 - val_recall: 0.2230
Epoch 1224/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4062 - recall: 0.2398 - val_loss: 0.4077 - val_recall: 0.2230
Epoch 1225/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4062 - recall: 0.2398 - val_loss: 0.4077 - val_recall: 0.2255
Epoch 1226/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4062 - recall: 0.2406 - val_loss: 0.4077 - val_recall: 0.2255
Epoch 1227/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4062 - recall: 0.2406 - val_loss: 0.4077 - val_recall: 0.2255
Epoch 1228/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4061 - recall: 0.2406 - val_loss: 0.4077 - val_recall: 0.2255
Epoch 1229/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4061 - recall: 0.2414 - val_loss: 0.4076 - val_recall: 0.2255
Epoch 1230/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4061 - recall: 0.2406 - val_loss: 0.4076 - val_recall: 0.2255
Epoch 1231/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4061 - recall: 0.2406 - val_loss: 0.4076 - val_recall: 0.2255
Epoch 1232/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4061 - recall: 0.2406 - val_loss: 0.4076 - val_recall: 0.2255
Epoch 1233/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4060 - recall: 0.2422 - val_loss: 0.4076 - val_recall: 0.2255
Epoch 1234/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4060 - recall: 0.2406 - val_loss: 0.4076 - val_recall: 0.2255
Epoch 1235/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4060 - recall: 0.2414 - val_loss: 0.4075 - val_recall: 0.2255
Epoch 1236/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4060 - recall: 0.2406 - val_loss: 0.4075 - val_recall: 0.2255
Epoch 1237/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4060 - recall: 0.2406 - val_loss: 0.4075 - val_recall: 0.2255
Epoch 1238/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4059 - recall: 0.2422 - val_loss: 0.4075 - val_recall: 0.2255
Epoch 1239/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4059 - recall: 0.2422 - val_loss: 0.4075 - val_recall: 0.2255
Epoch 1240/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4059 - recall: 0.2430 - val_loss: 0.4075 - val_recall: 0.2255
Epoch 1241/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4059 - recall: 0.2414 - val_loss: 0.4075 - val_recall: 0.2255
Epoch 1242/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4059 - recall: 0.2430 - val_loss: 0.4074 - val_recall: 0.2255
Epoch 1243/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4058 - recall: 0.2430 - val_loss: 0.4074 - val_recall: 0.2255
Epoch 1244/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4058 - recall: 0.2430 - val_loss: 0.4074 - val_recall: 0.2255
Epoch 1245/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4058 - recall: 0.2439 - val_loss: 0.4074 - val_recall: 0.2255
Epoch 1246/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4058 - recall: 0.2430 - val_loss: 0.4074 - val_recall: 0.2255
Epoch 1247/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4058 - recall: 0.2430 - val_loss: 0.4074 - val_recall: 0.2255
Epoch 1248/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4057 - recall: 0.2430 - val_loss: 0.4073 - val_recall: 0.2255
Epoch 1249/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4057 - recall: 0.2439 - val_loss: 0.4073 - val_recall: 0.2255
Epoch 1250/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4057 - recall: 0.2439 - val_loss: 0.4073 - val_recall: 0.2255
Epoch 1251/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4057 - recall: 0.2430 - val_loss: 0.4073 - val_recall: 0.2255
Epoch 1252/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4057 - recall: 0.2439 - val_loss: 0.4073 - val_recall: 0.2255
Epoch 1253/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4056 - recall: 0.2430 - val_loss: 0.4073 - val_recall: 0.2255
Epoch 1254/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4056 - recall: 0.2447 - val_loss: 0.4073 - val_recall: 0.2255
Epoch 1255/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4056 - recall: 0.2430 - val_loss: 0.4072 - val_recall: 0.2255
Epoch 1256/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4056 - recall: 0.2447 - val_loss: 0.4072 - val_recall: 0.2255
Epoch 1257/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4056 - recall: 0.2447 - val_loss: 0.4072 - val_recall: 0.2255
Epoch 1258/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4055 - recall: 0.2439 - val_loss: 0.4072 - val_recall: 0.2255
Epoch 1259/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4055 - recall: 0.2439 - val_loss: 0.4072 - val_recall: 0.2255
Epoch 1260/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4055 - recall: 0.2447 - val_loss: 0.4072 - val_recall: 0.2255
Epoch 1261/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4055 - recall: 0.2447 - val_loss: 0.4072 - val_recall: 0.2255
Epoch 1262/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4055 - recall: 0.2447 - val_loss: 0.4071 - val_recall: 0.2255
Epoch 1263/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4054 - recall: 0.2447 - val_loss: 0.4071 - val_recall: 0.2279
Epoch 1264/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4054 - recall: 0.2439 - val_loss: 0.4071 - val_recall: 0.2279
Epoch 1265/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4054 - recall: 0.2447 - val_loss: 0.4071 - val_recall: 0.2279
Epoch 1266/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4054 - recall: 0.2447 - val_loss: 0.4071 - val_recall: 0.2279
Epoch 1267/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4054 - recall: 0.2447 - val_loss: 0.4071 - val_recall: 0.2279
Epoch 1268/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4053 - recall: 0.2447 - val_loss: 0.4070 - val_recall: 0.2279
Epoch 1269/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4053 - recall: 0.2439 - val_loss: 0.4070 - val_recall: 0.2279
Epoch 1270/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4053 - recall: 0.2447 - val_loss: 0.4070 - val_recall: 0.2279
Epoch 1271/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4053 - recall: 0.2439 - val_loss: 0.4070 - val_recall: 0.2279
Epoch 1272/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4052 - recall: 0.2447 - val_loss: 0.4070 - val_recall: 0.2279
Epoch 1273/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4052 - recall: 0.2447 - val_loss: 0.4070 - val_recall: 0.2279
Epoch 1274/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4052 - recall: 0.2439 - val_loss: 0.4070 - val_recall: 0.2279
Epoch 1275/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4052 - recall: 0.2447 - val_loss: 0.4069 - val_recall: 0.2279
Epoch 1276/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4052 - recall: 0.2439 - val_loss: 0.4069 - val_recall: 0.2279
Epoch 1277/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4051 - recall: 0.2447 - val_loss: 0.4069 - val_recall: 0.2279
Epoch 1278/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4051 - recall: 0.2447 - val_loss: 0.4069 - val_recall: 0.2279
Epoch 1279/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4051 - recall: 0.2447 - val_loss: 0.4069 - val_recall: 0.2279
Epoch 1280/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4051 - recall: 0.2447 - val_loss: 0.4069 - val_recall: 0.2279
Epoch 1281/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4051 - recall: 0.2463 - val_loss: 0.4068 - val_recall: 0.2279
Epoch 1282/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4050 - recall: 0.2463 - val_loss: 0.4068 - val_recall: 0.2279
Epoch 1283/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4050 - recall: 0.2455 - val_loss: 0.4068 - val_recall: 0.2279
Epoch 1284/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4050 - recall: 0.2480 - val_loss: 0.4068 - val_recall: 0.2279
Epoch 1285/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4050 - recall: 0.2463 - val_loss: 0.4068 - val_recall: 0.2279
Epoch 1286/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4050 - recall: 0.2463 - val_loss: 0.4068 - val_recall: 0.2304
Epoch 1287/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4049 - recall: 0.2480 - val_loss: 0.4068 - val_recall: 0.2304
Epoch 1288/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4049 - recall: 0.2455 - val_loss: 0.4067 - val_recall: 0.2304
Epoch 1289/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4049 - recall: 0.2455 - val_loss: 0.4067 - val_recall: 0.2304
Epoch 1290/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4049 - recall: 0.2463 - val_loss: 0.4067 - val_recall: 0.2304
Epoch 1291/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4049 - recall: 0.2471 - val_loss: 0.4067 - val_recall: 0.2304
Epoch 1292/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4048 - recall: 0.2488 - val_loss: 0.4067 - val_recall: 0.2304
Epoch 1293/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4048 - recall: 0.2480 - val_loss: 0.4067 - val_recall: 0.2304
Epoch 1294/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4048 - recall: 0.2496 - val_loss: 0.4067 - val_recall: 0.2304
Epoch 1295/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4048 - recall: 0.2496 - val_loss: 0.4066 - val_recall: 0.2304
Epoch 1296/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4048 - recall: 0.2496 - val_loss: 0.4066 - val_recall: 0.2304
Epoch 1297/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4047 - recall: 0.2488 - val_loss: 0.4066 - val_recall: 0.2304
Epoch 1298/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4047 - recall: 0.2496 - val_loss: 0.4066 - val_recall: 0.2304
Epoch 1299/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4047 - recall: 0.2496 - val_loss: 0.4066 - val_recall: 0.2304
Epoch 1300/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4047 - recall: 0.2496 - val_loss: 0.4066 - val_recall: 0.2304
Epoch 1301/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4047 - recall: 0.2496 - val_loss: 0.4066 - val_recall: 0.2304
Epoch 1302/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4046 - recall: 0.2496 - val_loss: 0.4065 - val_recall: 0.2304
Epoch 1303/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4046 - recall: 0.2496 - val_loss: 0.4065 - val_recall: 0.2304
Epoch 1304/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4046 - recall: 0.2496 - val_loss: 0.4065 - val_recall: 0.2328
Epoch 1305/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4046 - recall: 0.2496 - val_loss: 0.4065 - val_recall: 0.2328
Epoch 1306/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4046 - recall: 0.2496 - val_loss: 0.4065 - val_recall: 0.2328
Epoch 1307/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4045 - recall: 0.2496 - val_loss: 0.4065 - val_recall: 0.2328
Epoch 1308/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4045 - recall: 0.2496 - val_loss: 0.4064 - val_recall: 0.2328
Epoch 1309/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4045 - recall: 0.2496 - val_loss: 0.4064 - val_recall: 0.2353
Epoch 1310/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4045 - recall: 0.2504 - val_loss: 0.4064 - val_recall: 0.2353
Epoch 1311/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4045 - recall: 0.2496 - val_loss: 0.4064 - val_recall: 0.2353
Epoch 1312/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4044 - recall: 0.2512 - val_loss: 0.4064 - val_recall: 0.2353
Epoch 1313/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4044 - recall: 0.2496 - val_loss: 0.4064 - val_recall: 0.2377
Epoch 1314/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4044 - recall: 0.2496 - val_loss: 0.4064 - val_recall: 0.2377
Epoch 1315/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4044 - recall: 0.2504 - val_loss: 0.4063 - val_recall: 0.2377
Epoch 1316/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4044 - recall: 0.2504 - val_loss: 0.4063 - val_recall: 0.2377
Epoch 1317/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4043 - recall: 0.2504 - val_loss: 0.4063 - val_recall: 0.2377
Epoch 1318/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4043 - recall: 0.2512 - val_loss: 0.4063 - val_recall: 0.2377
Epoch 1319/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4043 - recall: 0.2520 - val_loss: 0.4063 - val_recall: 0.2377
Epoch 1320/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4043 - recall: 0.2520 - val_loss: 0.4063 - val_recall: 0.2377
Epoch 1321/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4043 - recall: 0.2520 - val_loss: 0.4063 - val_recall: 0.2377
Epoch 1322/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4042 - recall: 0.2520 - val_loss: 0.4062 - val_recall: 0.2377
Epoch 1323/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4042 - recall: 0.2520 - val_loss: 0.4062 - val_recall: 0.2377
Epoch 1324/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4042 - recall: 0.2529 - val_loss: 0.4062 - val_recall: 0.2377
Epoch 1325/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4042 - recall: 0.2529 - val_loss: 0.4062 - val_recall: 0.2377
Epoch 1326/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4041 - recall: 0.2529 - val_loss: 0.4062 - val_recall: 0.2377
Epoch 1327/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4041 - recall: 0.2529 - val_loss: 0.4062 - val_recall: 0.2377
Epoch 1328/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4041 - recall: 0.2537 - val_loss: 0.4062 - val_recall: 0.2377
Epoch 1329/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4041 - recall: 0.2529 - val_loss: 0.4061 - val_recall: 0.2377
Epoch 1330/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4041 - recall: 0.2537 - val_loss: 0.4061 - val_recall: 0.2377
Epoch 1331/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4041 - recall: 0.2545 - val_loss: 0.4061 - val_recall: 0.2377
Epoch 1332/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4040 - recall: 0.2553 - val_loss: 0.4061 - val_recall: 0.2377
Epoch 1333/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4040 - recall: 0.2553 - val_loss: 0.4061 - val_recall: 0.2377
Epoch 1334/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4040 - recall: 0.2537 - val_loss: 0.4061 - val_recall: 0.2377
Epoch 1335/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4040 - recall: 0.2561 - val_loss: 0.4061 - val_recall: 0.2377
Epoch 1336/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4040 - recall: 0.2545 - val_loss: 0.4060 - val_recall: 0.2377
Epoch 1337/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4039 - recall: 0.2553 - val_loss: 0.4060 - val_recall: 0.2377
Epoch 1338/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4039 - recall: 0.2570 - val_loss: 0.4060 - val_recall: 0.2377
Epoch 1339/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4039 - recall: 0.2561 - val_loss: 0.4060 - val_recall: 0.2377
Epoch 1340/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4039 - recall: 0.2578 - val_loss: 0.4060 - val_recall: 0.2377
Epoch 1341/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4039 - recall: 0.2578 - val_loss: 0.4060 - val_recall: 0.2377
Epoch 1342/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4038 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377
Epoch 1343/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4038 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377
Epoch 1344/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4038 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377
Epoch 1345/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4038 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377
Epoch 1346/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4037 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377
Epoch 1347/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4037 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377
Epoch 1348/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4037 - recall: 0.2578 - val_loss: 0.4059 - val_recall: 0.2377
Epoch 1349/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4037 - recall: 0.2578 - val_loss: 0.4058 - val_recall: 0.2377
Epoch 1350/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4037 - recall: 0.2578 - val_loss: 0.4058 - val_recall: 0.2377
Epoch 1351/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4036 - recall: 0.2578 - val_loss: 0.4058 - val_recall: 0.2377
Epoch 1352/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4036 - recall: 0.2578 - val_loss: 0.4058 - val_recall: 0.2377
Epoch 1353/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4036 - recall: 0.2586 - val_loss: 0.4058 - val_recall: 0.2377
Epoch 1354/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4036 - recall: 0.2586 - val_loss: 0.4058 - val_recall: 0.2377
Epoch 1355/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4036 - recall: 0.2586 - val_loss: 0.4058 - val_recall: 0.2377
Epoch 1356/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4035 - recall: 0.2586 - val_loss: 0.4057 - val_recall: 0.2377
Epoch 1357/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4035 - recall: 0.2578 - val_loss: 0.4057 - val_recall: 0.2377
Epoch 1358/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4035 - recall: 0.2586 - val_loss: 0.4057 - val_recall: 0.2377
Epoch 1359/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4035 - recall: 0.2586 - val_loss: 0.4057 - val_recall: 0.2377
Epoch 1360/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4035 - recall: 0.2602 - val_loss: 0.4057 - val_recall: 0.2377
Epoch 1361/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4034 - recall: 0.2594 - val_loss: 0.4057 - val_recall: 0.2377
Epoch 1362/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4034 - recall: 0.2594 - val_loss: 0.4057 - val_recall: 0.2377
Epoch 1363/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4034 - recall: 0.2586 - val_loss: 0.4056 - val_recall: 0.2377
Epoch 1364/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4034 - recall: 0.2619 - val_loss: 0.4056 - val_recall: 0.2377
Epoch 1365/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4034 - recall: 0.2610 - val_loss: 0.4056 - val_recall: 0.2426
Epoch 1366/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4033 - recall: 0.2610 - val_loss: 0.4056 - val_recall: 0.2426
Epoch 1367/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4033 - recall: 0.2610 - val_loss: 0.4056 - val_recall: 0.2426
Epoch 1368/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4033 - recall: 0.2610 - val_loss: 0.4056 - val_recall: 0.2426
Epoch 1369/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4033 - recall: 0.2619 - val_loss: 0.4055 - val_recall: 0.2426
Epoch 1370/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4033 - recall: 0.2610 - val_loss: 0.4055 - val_recall: 0.2426
Epoch 1371/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4032 - recall: 0.2602 - val_loss: 0.4055 - val_recall: 0.2426
Epoch 1372/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4032 - recall: 0.2619 - val_loss: 0.4055 - val_recall: 0.2426
Epoch 1373/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4032 - recall: 0.2619 - val_loss: 0.4055 - val_recall: 0.2426
Epoch 1374/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4032 - recall: 0.2627 - val_loss: 0.4055 - val_recall: 0.2426
Epoch 1375/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4032 - recall: 0.2619 - val_loss: 0.4055 - val_recall: 0.2426
Epoch 1376/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4031 - recall: 0.2635 - val_loss: 0.4054 - val_recall: 0.2426
Epoch 1377/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4031 - recall: 0.2619 - val_loss: 0.4054 - val_recall: 0.2426
Epoch 1378/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4031 - recall: 0.2619 - val_loss: 0.4054 - val_recall: 0.2426
Epoch 1379/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4031 - recall: 0.2619 - val_loss: 0.4054 - val_recall: 0.2426
Epoch 1380/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4031 - recall: 0.2619 - val_loss: 0.4054 - val_recall: 0.2426
Epoch 1381/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4030 - recall: 0.2635 - val_loss: 0.4054 - val_recall: 0.2426
Epoch 1382/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4030 - recall: 0.2627 - val_loss: 0.4054 - val_recall: 0.2426
Epoch 1383/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4030 - recall: 0.2627 - val_loss: 0.4053 - val_recall: 0.2426
Epoch 1384/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4030 - recall: 0.2635 - val_loss: 0.4053 - val_recall: 0.2426
Epoch 1385/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4030 - recall: 0.2627 - val_loss: 0.4053 - val_recall: 0.2426
Epoch 1386/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4029 - recall: 0.2660 - val_loss: 0.4053 - val_recall: 0.2426
Epoch 1387/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4029 - recall: 0.2643 - val_loss: 0.4053 - val_recall: 0.2426
Epoch 1388/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.4029 - recall: 0.2643 - val_loss: 0.4053 - val_recall: 0.2426
Epoch 1389/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4029 - recall: 0.2651 - val_loss: 0.4053 - val_recall: 0.2426
Epoch 1390/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4029 - recall: 0.2635 - val_loss: 0.4052 - val_recall: 0.2426
Epoch 1391/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4028 - recall: 0.2660 - val_loss: 0.4052 - val_recall: 0.2426
Epoch 1392/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4028 - recall: 0.2660 - val_loss: 0.4052 - val_recall: 0.2426
Epoch 1393/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4028 - recall: 0.2651 - val_loss: 0.4052 - val_recall: 0.2426
Epoch 1394/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4028 - recall: 0.2660 - val_loss: 0.4052 - val_recall: 0.2426
Epoch 1395/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4028 - recall: 0.2660 - val_loss: 0.4052 - val_recall: 0.2426
Epoch 1396/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4027 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426
Epoch 1397/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4027 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426
Epoch 1398/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4027 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426
Epoch 1399/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4027 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426
Epoch 1400/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4027 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426
Epoch 1401/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4026 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426
Epoch 1402/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4026 - recall: 0.2660 - val_loss: 0.4051 - val_recall: 0.2426
Epoch 1403/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4026 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426
Epoch 1404/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4026 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426
Epoch 1405/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4026 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426
Epoch 1406/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4025 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426
Epoch 1407/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4025 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426
Epoch 1408/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4025 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426
Epoch 1409/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4025 - recall: 0.2660 - val_loss: 0.4050 - val_recall: 0.2426
Epoch 1410/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4025 - recall: 0.2660 - val_loss: 0.4049 - val_recall: 0.2426
Epoch 1411/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4024 - recall: 0.2660 - val_loss: 0.4049 - val_recall: 0.2426
Epoch 1412/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4024 - recall: 0.2660 - val_loss: 0.4049 - val_recall: 0.2426
Epoch 1413/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4024 - recall: 0.2660 - val_loss: 0.4049 - val_recall: 0.2426
Epoch 1414/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4024 - recall: 0.2660 - val_loss: 0.4049 - val_recall: 0.2426
Epoch 1415/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4024 - recall: 0.2668 - val_loss: 0.4049 - val_recall: 0.2451
Epoch 1416/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4023 - recall: 0.2660 - val_loss: 0.4049 - val_recall: 0.2451
Epoch 1417/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4023 - recall: 0.2660 - val_loss: 0.4048 - val_recall: 0.2451
Epoch 1418/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4023 - recall: 0.2660 - val_loss: 0.4048 - val_recall: 0.2451
Epoch 1419/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4023 - recall: 0.2668 - val_loss: 0.4048 - val_recall: 0.2451
Epoch 1420/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4023 - recall: 0.2660 - val_loss: 0.4048 - val_recall: 0.2451
Epoch 1421/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4022 - recall: 0.2660 - val_loss: 0.4048 - val_recall: 0.2451
Epoch 1422/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4022 - recall: 0.2668 - val_loss: 0.4048 - val_recall: 0.2451
Epoch 1423/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4022 - recall: 0.2676 - val_loss: 0.4047 - val_recall: 0.2451
Epoch 1424/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4022 - recall: 0.2668 - val_loss: 0.4047 - val_recall: 0.2451
Epoch 1425/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4022 - recall: 0.2660 - val_loss: 0.4047 - val_recall: 0.2451
Epoch 1426/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4021 - recall: 0.2668 - val_loss: 0.4047 - val_recall: 0.2451
Epoch 1427/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4021 - recall: 0.2676 - val_loss: 0.4047 - val_recall: 0.2451
Epoch 1428/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4021 - recall: 0.2684 - val_loss: 0.4047 - val_recall: 0.2451
Epoch 1429/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4021 - recall: 0.2668 - val_loss: 0.4047 - val_recall: 0.2451
Epoch 1430/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4021 - recall: 0.2668 - val_loss: 0.4046 - val_recall: 0.2451
Epoch 1431/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4020 - recall: 0.2676 - val_loss: 0.4046 - val_recall: 0.2451
Epoch 1432/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4020 - recall: 0.2692 - val_loss: 0.4046 - val_recall: 0.2451
Epoch 1433/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4020 - recall: 0.2692 - val_loss: 0.4046 - val_recall: 0.2451
Epoch 1434/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4020 - recall: 0.2700 - val_loss: 0.4046 - val_recall: 0.2451
Epoch 1435/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4019 - recall: 0.2700 - val_loss: 0.4046 - val_recall: 0.2451
Epoch 1436/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4019 - recall: 0.2700 - val_loss: 0.4046 - val_recall: 0.2451
Epoch 1437/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4019 - recall: 0.2717 - val_loss: 0.4045 - val_recall: 0.2451
Epoch 1438/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4019 - recall: 0.2717 - val_loss: 0.4045 - val_recall: 0.2451
Epoch 1439/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4019 - recall: 0.2725 - val_loss: 0.4045 - val_recall: 0.2451
Epoch 1440/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4019 - recall: 0.2717 - val_loss: 0.4045 - val_recall: 0.2451
Epoch 1441/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4018 - recall: 0.2725 - val_loss: 0.4045 - val_recall: 0.2451
Epoch 1442/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4018 - recall: 0.2709 - val_loss: 0.4045 - val_recall: 0.2451
Epoch 1443/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4018 - recall: 0.2725 - val_loss: 0.4044 - val_recall: 0.2451
Epoch 1444/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4018 - recall: 0.2717 - val_loss: 0.4044 - val_recall: 0.2451
Epoch 1445/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4017 - recall: 0.2725 - val_loss: 0.4044 - val_recall: 0.2475
Epoch 1446/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4017 - recall: 0.2725 - val_loss: 0.4044 - val_recall: 0.2475
Epoch 1447/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4017 - recall: 0.2725 - val_loss: 0.4044 - val_recall: 0.2475
Epoch 1448/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4017 - recall: 0.2725 - val_loss: 0.4044 - val_recall: 0.2475
Epoch 1449/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4017 - recall: 0.2733 - val_loss: 0.4044 - val_recall: 0.2475
Epoch 1450/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4016 - recall: 0.2741 - val_loss: 0.4043 - val_recall: 0.2475
Epoch 1451/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4016 - recall: 0.2725 - val_loss: 0.4043 - val_recall: 0.2475
Epoch 1452/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4016 - recall: 0.2733 - val_loss: 0.4043 - val_recall: 0.2475
Epoch 1453/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4016 - recall: 0.2733 - val_loss: 0.4043 - val_recall: 0.2475
Epoch 1454/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4016 - recall: 0.2741 - val_loss: 0.4043 - val_recall: 0.2475
Epoch 1455/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4016 - recall: 0.2741 - val_loss: 0.4043 - val_recall: 0.2475
Epoch 1456/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4015 - recall: 0.2725 - val_loss: 0.4043 - val_recall: 0.2475
Epoch 1457/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4015 - recall: 0.2741 - val_loss: 0.4042 - val_recall: 0.2475
Epoch 1458/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4015 - recall: 0.2741 - val_loss: 0.4042 - val_recall: 0.2475
Epoch 1459/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4015 - recall: 0.2741 - val_loss: 0.4042 - val_recall: 0.2475
Epoch 1460/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4014 - recall: 0.2741 - val_loss: 0.4042 - val_recall: 0.2475
Epoch 1461/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4014 - recall: 0.2741 - val_loss: 0.4042 - val_recall: 0.2475
Epoch 1462/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4014 - recall: 0.2741 - val_loss: 0.4042 - val_recall: 0.2475
Epoch 1463/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4014 - recall: 0.2733 - val_loss: 0.4042 - val_recall: 0.2475
Epoch 1464/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4014 - recall: 0.2741 - val_loss: 0.4041 - val_recall: 0.2475
Epoch 1465/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4013 - recall: 0.2750 - val_loss: 0.4041 - val_recall: 0.2475
Epoch 1466/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4013 - recall: 0.2750 - val_loss: 0.4041 - val_recall: 0.2475
Epoch 1467/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4013 - recall: 0.2741 - val_loss: 0.4041 - val_recall: 0.2451
Epoch 1468/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4013 - recall: 0.2750 - val_loss: 0.4041 - val_recall: 0.2451
Epoch 1469/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4013 - recall: 0.2750 - val_loss: 0.4041 - val_recall: 0.2451
Epoch 1470/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4012 - recall: 0.2750 - val_loss: 0.4040 - val_recall: 0.2451
Epoch 1471/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4012 - recall: 0.2750 - val_loss: 0.4040 - val_recall: 0.2451
Epoch 1472/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4012 - recall: 0.2750 - val_loss: 0.4040 - val_recall: 0.2451
Epoch 1473/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4012 - recall: 0.2750 - val_loss: 0.4040 - val_recall: 0.2451
Epoch 1474/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4012 - recall: 0.2741 - val_loss: 0.4040 - val_recall: 0.2451
Epoch 1475/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4011 - recall: 0.2750 - val_loss: 0.4040 - val_recall: 0.2451
Epoch 1476/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4011 - recall: 0.2750 - val_loss: 0.4040 - val_recall: 0.2451
Epoch 1477/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4011 - recall: 0.2750 - val_loss: 0.4039 - val_recall: 0.2451
Epoch 1478/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4011 - recall: 0.2758 - val_loss: 0.4039 - val_recall: 0.2451
Epoch 1479/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4011 - recall: 0.2750 - val_loss: 0.4039 - val_recall: 0.2451
Epoch 1480/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4010 - recall: 0.2758 - val_loss: 0.4039 - val_recall: 0.2451
Epoch 1481/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4010 - recall: 0.2750 - val_loss: 0.4039 - val_recall: 0.2451
Epoch 1482/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4010 - recall: 0.2758 - val_loss: 0.4039 - val_recall: 0.2451
Epoch 1483/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4010 - recall: 0.2750 - val_loss: 0.4039 - val_recall: 0.2451
Epoch 1484/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4010 - recall: 0.2750 - val_loss: 0.4038 - val_recall: 0.2451
Epoch 1485/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4009 - recall: 0.2766 - val_loss: 0.4038 - val_recall: 0.2451
Epoch 1486/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4009 - recall: 0.2758 - val_loss: 0.4038 - val_recall: 0.2451
Epoch 1487/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4009 - recall: 0.2766 - val_loss: 0.4038 - val_recall: 0.2451
Epoch 1488/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4009 - recall: 0.2758 - val_loss: 0.4038 - val_recall: 0.2451
Epoch 1489/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4009 - recall: 0.2766 - val_loss: 0.4038 - val_recall: 0.2451
Epoch 1490/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4008 - recall: 0.2758 - val_loss: 0.4038 - val_recall: 0.2451
Epoch 1491/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4008 - recall: 0.2766 - val_loss: 0.4037 - val_recall: 0.2451
Epoch 1492/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4008 - recall: 0.2766 - val_loss: 0.4037 - val_recall: 0.2451
Epoch 1493/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4008 - recall: 0.2758 - val_loss: 0.4037 - val_recall: 0.2451
Epoch 1494/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4008 - recall: 0.2766 - val_loss: 0.4037 - val_recall: 0.2451
Epoch 1495/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4007 - recall: 0.2766 - val_loss: 0.4037 - val_recall: 0.2451
Epoch 1496/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4007 - recall: 0.2766 - val_loss: 0.4037 - val_recall: 0.2475
Epoch 1497/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4007 - recall: 0.2766 - val_loss: 0.4037 - val_recall: 0.2475
Epoch 1498/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4007 - recall: 0.2766 - val_loss: 0.4036 - val_recall: 0.2475
Epoch 1499/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4007 - recall: 0.2766 - val_loss: 0.4036 - val_recall: 0.2475
Epoch 1500/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4006 - recall: 0.2766 - val_loss: 0.4036 - val_recall: 0.2475
Epoch 1501/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4006 - recall: 0.2758 - val_loss: 0.4036 - val_recall: 0.2475
Epoch 1502/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4006 - recall: 0.2766 - val_loss: 0.4036 - val_recall: 0.2475
Epoch 1503/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4006 - recall: 0.2766 - val_loss: 0.4036 - val_recall: 0.2475
Epoch 1504/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4006 - recall: 0.2758 - val_loss: 0.4036 - val_recall: 0.2475
Epoch 1505/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4005 - recall: 0.2766 - val_loss: 0.4035 - val_recall: 0.2475
Epoch 1506/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4005 - recall: 0.2758 - val_loss: 0.4035 - val_recall: 0.2475
Epoch 1507/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4005 - recall: 0.2766 - val_loss: 0.4035 - val_recall: 0.2475
Epoch 1508/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4005 - recall: 0.2766 - val_loss: 0.4035 - val_recall: 0.2475
Epoch 1509/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4005 - recall: 0.2766 - val_loss: 0.4035 - val_recall: 0.2475
Epoch 1510/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4004 - recall: 0.2774 - val_loss: 0.4035 - val_recall: 0.2475
Epoch 1511/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4004 - recall: 0.2766 - val_loss: 0.4035 - val_recall: 0.2475
Epoch 1512/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4004 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475
Epoch 1513/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4004 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475
Epoch 1514/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4004 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475
Epoch 1515/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4003 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475
Epoch 1516/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4003 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475
Epoch 1517/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4003 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475
Epoch 1518/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4003 - recall: 0.2774 - val_loss: 0.4034 - val_recall: 0.2475
Epoch 1519/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4003 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475
Epoch 1520/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4002 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475
Epoch 1521/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4002 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475
Epoch 1522/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4002 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475
Epoch 1523/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4002 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475
Epoch 1524/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4002 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475
Epoch 1525/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4001 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475
Epoch 1526/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4001 - recall: 0.2774 - val_loss: 0.4033 - val_recall: 0.2475
Epoch 1527/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4001 - recall: 0.2774 - val_loss: 0.4032 - val_recall: 0.2475
Epoch 1528/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4001 - recall: 0.2774 - val_loss: 0.4032 - val_recall: 0.2475
Epoch 1529/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4001 - recall: 0.2774 - val_loss: 0.4032 - val_recall: 0.2475
Epoch 1530/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4000 - recall: 0.2774 - val_loss: 0.4032 - val_recall: 0.2475
Epoch 1531/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4000 - recall: 0.2774 - val_loss: 0.4032 - val_recall: 0.2475
Epoch 1532/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4000 - recall: 0.2782 - val_loss: 0.4032 - val_recall: 0.2475
Epoch 1533/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4000 - recall: 0.2782 - val_loss: 0.4032 - val_recall: 0.2475
Epoch 1534/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4000 - recall: 0.2774 - val_loss: 0.4031 - val_recall: 0.2475
Epoch 1535/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3999 - recall: 0.2782 - val_loss: 0.4031 - val_recall: 0.2475
Epoch 1536/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3999 - recall: 0.2782 - val_loss: 0.4031 - val_recall: 0.2475
Epoch 1537/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3999 - recall: 0.2782 - val_loss: 0.4031 - val_recall: 0.2475
Epoch 1538/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3999 - recall: 0.2782 - val_loss: 0.4031 - val_recall: 0.2475
Epoch 1539/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3999 - recall: 0.2782 - val_loss: 0.4031 - val_recall: 0.2475
Epoch 1540/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3998 - recall: 0.2782 - val_loss: 0.4031 - val_recall: 0.2475
Epoch 1541/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3998 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475
Epoch 1542/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3998 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475
Epoch 1543/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3998 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475
Epoch 1544/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3998 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475
Epoch 1545/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3997 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475
Epoch 1546/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3997 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475
Epoch 1547/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3997 - recall: 0.2782 - val_loss: 0.4030 - val_recall: 0.2475
Epoch 1548/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3997 - recall: 0.2782 - val_loss: 0.4029 - val_recall: 0.2475
Epoch 1549/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3997 - recall: 0.2791 - val_loss: 0.4029 - val_recall: 0.2475
Epoch 1550/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3996 - recall: 0.2782 - val_loss: 0.4029 - val_recall: 0.2475
Epoch 1551/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3996 - recall: 0.2791 - val_loss: 0.4029 - val_recall: 0.2475
Epoch 1552/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3996 - recall: 0.2791 - val_loss: 0.4029 - val_recall: 0.2500
Epoch 1553/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3996 - recall: 0.2791 - val_loss: 0.4029 - val_recall: 0.2500
Epoch 1554/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3996 - recall: 0.2791 - val_loss: 0.4029 - val_recall: 0.2500
Epoch 1555/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3995 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500
Epoch 1556/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3995 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500
Epoch 1557/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3995 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500
Epoch 1558/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3995 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500
Epoch 1559/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3995 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500
Epoch 1560/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3994 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500
Epoch 1561/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3994 - recall: 0.2791 - val_loss: 0.4028 - val_recall: 0.2500
Epoch 1562/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3994 - recall: 0.2791 - val_loss: 0.4027 - val_recall: 0.2525
Epoch 1563/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3994 - recall: 0.2807 - val_loss: 0.4027 - val_recall: 0.2525
Epoch 1564/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3994 - recall: 0.2791 - val_loss: 0.4027 - val_recall: 0.2525
Epoch 1565/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3993 - recall: 0.2791 - val_loss: 0.4027 - val_recall: 0.2525
Epoch 1566/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3993 - recall: 0.2791 - val_loss: 0.4027 - val_recall: 0.2525
Epoch 1567/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3993 - recall: 0.2807 - val_loss: 0.4027 - val_recall: 0.2549
Epoch 1568/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3993 - recall: 0.2799 - val_loss: 0.4027 - val_recall: 0.2549
Epoch 1569/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3993 - recall: 0.2807 - val_loss: 0.4026 - val_recall: 0.2549
Epoch 1570/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3992 - recall: 0.2799 - val_loss: 0.4026 - val_recall: 0.2549
Epoch 1571/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3992 - recall: 0.2823 - val_loss: 0.4026 - val_recall: 0.2549
Epoch 1572/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3992 - recall: 0.2807 - val_loss: 0.4026 - val_recall: 0.2549
Epoch 1573/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3992 - recall: 0.2823 - val_loss: 0.4026 - val_recall: 0.2549
Epoch 1574/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3992 - recall: 0.2815 - val_loss: 0.4026 - val_recall: 0.2549
Epoch 1575/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3991 - recall: 0.2807 - val_loss: 0.4026 - val_recall: 0.2549
Epoch 1576/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3991 - recall: 0.2823 - val_loss: 0.4025 - val_recall: 0.2549
Epoch 1577/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3991 - recall: 0.2815 - val_loss: 0.4025 - val_recall: 0.2549
Epoch 1578/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3991 - recall: 0.2815 - val_loss: 0.4025 - val_recall: 0.2549
Epoch 1579/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3990 - recall: 0.2823 - val_loss: 0.4025 - val_recall: 0.2549
Epoch 1580/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3990 - recall: 0.2823 - val_loss: 0.4025 - val_recall: 0.2549
Epoch 1581/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3990 - recall: 0.2815 - val_loss: 0.4025 - val_recall: 0.2549
Epoch 1582/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3990 - recall: 0.2823 - val_loss: 0.4025 - val_recall: 0.2549
Epoch 1583/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3990 - recall: 0.2823 - val_loss: 0.4024 - val_recall: 0.2549
Epoch 1584/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3989 - recall: 0.2823 - val_loss: 0.4024 - val_recall: 0.2549
Epoch 1585/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3989 - recall: 0.2823 - val_loss: 0.4024 - val_recall: 0.2549
Epoch 1586/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3989 - recall: 0.2823 - val_loss: 0.4024 - val_recall: 0.2549
Epoch 1587/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3989 - recall: 0.2823 - val_loss: 0.4024 - val_recall: 0.2549
Epoch 1588/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3989 - recall: 0.2823 - val_loss: 0.4024 - val_recall: 0.2574
Epoch 1589/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3989 - recall: 0.2823 - val_loss: 0.4023 - val_recall: 0.2574
Epoch 1590/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3988 - recall: 0.2815 - val_loss: 0.4023 - val_recall: 0.2574
Epoch 1591/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3988 - recall: 0.2823 - val_loss: 0.4023 - val_recall: 0.2574
Epoch 1592/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3988 - recall: 0.2823 - val_loss: 0.4023 - val_recall: 0.2574
Epoch 1593/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3988 - recall: 0.2831 - val_loss: 0.4023 - val_recall: 0.2574
Epoch 1594/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3987 - recall: 0.2815 - val_loss: 0.4023 - val_recall: 0.2574
Epoch 1595/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3987 - recall: 0.2823 - val_loss: 0.4023 - val_recall: 0.2574
Epoch 1596/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3987 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574
Epoch 1597/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3987 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574
Epoch 1598/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3987 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574
Epoch 1599/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3986 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574
Epoch 1600/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3986 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574
Epoch 1601/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3986 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574
Epoch 1602/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3986 - recall: 0.2831 - val_loss: 0.4022 - val_recall: 0.2574
Epoch 1603/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3986 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574
Epoch 1604/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3985 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574
Epoch 1605/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3985 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574
Epoch 1606/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3985 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574
Epoch 1607/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3985 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574
Epoch 1608/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3985 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574
Epoch 1609/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3984 - recall: 0.2831 - val_loss: 0.4021 - val_recall: 0.2574
Epoch 1610/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3984 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574
Epoch 1611/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3984 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574
Epoch 1612/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3984 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574
Epoch 1613/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3984 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574
Epoch 1614/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3983 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574
Epoch 1615/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3983 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574
Epoch 1616/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3983 - recall: 0.2831 - val_loss: 0.4020 - val_recall: 0.2574
Epoch 1617/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3983 - recall: 0.2831 - val_loss: 0.4019 - val_recall: 0.2574
Epoch 1618/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3983 - recall: 0.2831 - val_loss: 0.4019 - val_recall: 0.2574
Epoch 1619/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3982 - recall: 0.2831 - val_loss: 0.4019 - val_recall: 0.2574
Epoch 1620/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3982 - recall: 0.2831 - val_loss: 0.4019 - val_recall: 0.2574
Epoch 1621/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3982 - recall: 0.2831 - val_loss: 0.4019 - val_recall: 0.2574
Epoch 1622/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3982 - recall: 0.2831 - val_loss: 0.4019 - val_recall: 0.2574
Epoch 1623/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3981 - recall: 0.2840 - val_loss: 0.4018 - val_recall: 0.2574
Epoch 1624/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3981 - recall: 0.2831 - val_loss: 0.4018 - val_recall: 0.2574
Epoch 1625/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3981 - recall: 0.2831 - val_loss: 0.4018 - val_recall: 0.2574
Epoch 1626/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3981 - recall: 0.2840 - val_loss: 0.4018 - val_recall: 0.2574
Epoch 1627/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3981 - recall: 0.2840 - val_loss: 0.4018 - val_recall: 0.2574
Epoch 1628/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3980 - recall: 0.2840 - val_loss: 0.4018 - val_recall: 0.2574
Epoch 1629/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3980 - recall: 0.2840 - val_loss: 0.4018 - val_recall: 0.2574
Epoch 1630/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3980 - recall: 0.2848 - val_loss: 0.4017 - val_recall: 0.2574
Epoch 1631/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3980 - recall: 0.2840 - val_loss: 0.4017 - val_recall: 0.2574
Epoch 1632/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3980 - recall: 0.2848 - val_loss: 0.4017 - val_recall: 0.2574
Epoch 1633/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3979 - recall: 0.2848 - val_loss: 0.4017 - val_recall: 0.2574
Epoch 1634/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3979 - recall: 0.2840 - val_loss: 0.4017 - val_recall: 0.2574
Epoch 1635/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3979 - recall: 0.2848 - val_loss: 0.4017 - val_recall: 0.2574
Epoch 1636/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3979 - recall: 0.2848 - val_loss: 0.4017 - val_recall: 0.2574
Epoch 1637/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3979 - recall: 0.2848 - val_loss: 0.4016 - val_recall: 0.2574
Epoch 1638/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3978 - recall: 0.2856 - val_loss: 0.4016 - val_recall: 0.2574
Epoch 1639/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3978 - recall: 0.2856 - val_loss: 0.4016 - val_recall: 0.2574
Epoch 1640/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3978 - recall: 0.2856 - val_loss: 0.4016 - val_recall: 0.2574
Epoch 1641/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3978 - recall: 0.2840 - val_loss: 0.4016 - val_recall: 0.2574
Epoch 1642/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3978 - recall: 0.2848 - val_loss: 0.4016 - val_recall: 0.2574
Epoch 1643/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3977 - recall: 0.2856 - val_loss: 0.4015 - val_recall: 0.2574
Epoch 1644/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3977 - recall: 0.2864 - val_loss: 0.4015 - val_recall: 0.2574
Epoch 1645/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3977 - recall: 0.2848 - val_loss: 0.4015 - val_recall: 0.2574
Epoch 1646/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3977 - recall: 0.2856 - val_loss: 0.4015 - val_recall: 0.2574
Epoch 1647/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3977 - recall: 0.2856 - val_loss: 0.4015 - val_recall: 0.2574
Epoch 1648/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3976 - recall: 0.2864 - val_loss: 0.4015 - val_recall: 0.2574
Epoch 1649/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3976 - recall: 0.2856 - val_loss: 0.4015 - val_recall: 0.2574
Epoch 1650/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3976 - recall: 0.2856 - val_loss: 0.4014 - val_recall: 0.2574
Epoch 1651/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3976 - recall: 0.2864 - val_loss: 0.4014 - val_recall: 0.2574
Epoch 1652/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3976 - recall: 0.2864 - val_loss: 0.4014 - val_recall: 0.2574
Epoch 1653/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3975 - recall: 0.2864 - val_loss: 0.4014 - val_recall: 0.2574
Epoch 1654/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3975 - recall: 0.2864 - val_loss: 0.4014 - val_recall: 0.2574
Epoch 1655/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3975 - recall: 0.2864 - val_loss: 0.4014 - val_recall: 0.2574
Epoch 1656/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3975 - recall: 0.2864 - val_loss: 0.4014 - val_recall: 0.2574
Epoch 1657/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3974 - recall: 0.2864 - val_loss: 0.4013 - val_recall: 0.2574
Epoch 1658/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3974 - recall: 0.2864 - val_loss: 0.4013 - val_recall: 0.2574
Epoch 1659/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3974 - recall: 0.2864 - val_loss: 0.4013 - val_recall: 0.2574
Epoch 1660/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3974 - recall: 0.2864 - val_loss: 0.4013 - val_recall: 0.2574
Epoch 1661/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3974 - recall: 0.2856 - val_loss: 0.4013 - val_recall: 0.2574
Epoch 1662/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3973 - recall: 0.2864 - val_loss: 0.4013 - val_recall: 0.2574
Epoch 1663/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3973 - recall: 0.2864 - val_loss: 0.4013 - val_recall: 0.2574
Epoch 1664/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3973 - recall: 0.2864 - val_loss: 0.4012 - val_recall: 0.2574
Epoch 1665/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3973 - recall: 0.2864 - val_loss: 0.4012 - val_recall: 0.2574
Epoch 1666/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3973 - recall: 0.2864 - val_loss: 0.4012 - val_recall: 0.2574
Epoch 1667/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3972 - recall: 0.2864 - val_loss: 0.4012 - val_recall: 0.2574
Epoch 1668/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3972 - recall: 0.2864 - val_loss: 0.4012 - val_recall: 0.2574
Epoch 1669/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3972 - recall: 0.2864 - val_loss: 0.4012 - val_recall: 0.2623
Epoch 1670/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3972 - recall: 0.2864 - val_loss: 0.4011 - val_recall: 0.2623
Epoch 1671/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3972 - recall: 0.2872 - val_loss: 0.4011 - val_recall: 0.2623
Epoch 1672/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3971 - recall: 0.2872 - val_loss: 0.4011 - val_recall: 0.2623
Epoch 1673/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3971 - recall: 0.2881 - val_loss: 0.4011 - val_recall: 0.2623
Epoch 1674/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3971 - recall: 0.2864 - val_loss: 0.4011 - val_recall: 0.2623
Epoch 1675/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3971 - recall: 0.2864 - val_loss: 0.4011 - val_recall: 0.2623
Epoch 1676/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3971 - recall: 0.2881 - val_loss: 0.4011 - val_recall: 0.2623
Epoch 1677/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3970 - recall: 0.2872 - val_loss: 0.4010 - val_recall: 0.2623
Epoch 1678/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3970 - recall: 0.2864 - val_loss: 0.4010 - val_recall: 0.2623
Epoch 1679/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3970 - recall: 0.2864 - val_loss: 0.4010 - val_recall: 0.2623
Epoch 1680/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3970 - recall: 0.2872 - val_loss: 0.4010 - val_recall: 0.2623
Epoch 1681/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3970 - recall: 0.2889 - val_loss: 0.4010 - val_recall: 0.2623
Epoch 1682/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3969 - recall: 0.2881 - val_loss: 0.4010 - val_recall: 0.2623
Epoch 1683/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3969 - recall: 0.2889 - val_loss: 0.4009 - val_recall: 0.2623
Epoch 1684/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3969 - recall: 0.2889 - val_loss: 0.4009 - val_recall: 0.2623
Epoch 1685/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3969 - recall: 0.2889 - val_loss: 0.4009 - val_recall: 0.2623
Epoch 1686/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3969 - recall: 0.2881 - val_loss: 0.4009 - val_recall: 0.2623
Epoch 1687/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3968 - recall: 0.2872 - val_loss: 0.4009 - val_recall: 0.2623
Epoch 1688/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3968 - recall: 0.2889 - val_loss: 0.4009 - val_recall: 0.2623
Epoch 1689/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3968 - recall: 0.2889 - val_loss: 0.4009 - val_recall: 0.2623
Epoch 1690/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3968 - recall: 0.2881 - val_loss: 0.4008 - val_recall: 0.2623
Epoch 1691/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3967 - recall: 0.2889 - val_loss: 0.4008 - val_recall: 0.2623
Epoch 1692/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3967 - recall: 0.2897 - val_loss: 0.4008 - val_recall: 0.2623
Epoch 1693/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3967 - recall: 0.2897 - val_loss: 0.4008 - val_recall: 0.2623
Epoch 1694/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3967 - recall: 0.2889 - val_loss: 0.4008 - val_recall: 0.2623
Epoch 1695/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3967 - recall: 0.2897 - val_loss: 0.4008 - val_recall: 0.2623
Epoch 1696/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3966 - recall: 0.2897 - val_loss: 0.4008 - val_recall: 0.2623
Epoch 1697/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3966 - recall: 0.2897 - val_loss: 0.4007 - val_recall: 0.2623
Epoch 1698/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3966 - recall: 0.2897 - val_loss: 0.4007 - val_recall: 0.2623
Epoch 1699/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3966 - recall: 0.2897 - val_loss: 0.4007 - val_recall: 0.2623
Epoch 1700/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3966 - recall: 0.2897 - val_loss: 0.4007 - val_recall: 0.2623
Epoch 1701/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3965 - recall: 0.2897 - val_loss: 0.4007 - val_recall: 0.2623
Epoch 1702/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3965 - recall: 0.2897 - val_loss: 0.4007 - val_recall: 0.2623
Epoch 1703/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3965 - recall: 0.2897 - val_loss: 0.4006 - val_recall: 0.2623
Epoch 1704/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3965 - recall: 0.2913 - val_loss: 0.4006 - val_recall: 0.2623
Epoch 1705/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3965 - recall: 0.2913 - val_loss: 0.4006 - val_recall: 0.2623
Epoch 1706/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3964 - recall: 0.2913 - val_loss: 0.4006 - val_recall: 0.2623
Epoch 1707/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3964 - recall: 0.2913 - val_loss: 0.4006 - val_recall: 0.2623
Epoch 1708/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3964 - recall: 0.2905 - val_loss: 0.4006 - val_recall: 0.2623
Epoch 1709/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3964 - recall: 0.2913 - val_loss: 0.4006 - val_recall: 0.2623
Epoch 1710/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3964 - recall: 0.2913 - val_loss: 0.4005 - val_recall: 0.2623
Epoch 1711/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3963 - recall: 0.2897 - val_loss: 0.4005 - val_recall: 0.2623
Epoch 1712/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3963 - recall: 0.2921 - val_loss: 0.4005 - val_recall: 0.2623
Epoch 1713/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3963 - recall: 0.2921 - val_loss: 0.4005 - val_recall: 0.2623
Epoch 1714/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3963 - recall: 0.2905 - val_loss: 0.4005 - val_recall: 0.2623
Epoch 1715/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3962 - recall: 0.2913 - val_loss: 0.4005 - val_recall: 0.2623
Epoch 1716/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3962 - recall: 0.2913 - val_loss: 0.4005 - val_recall: 0.2623
Epoch 1717/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3962 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623
Epoch 1718/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3962 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623
Epoch 1719/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3962 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623
Epoch 1720/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3961 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623
Epoch 1721/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3961 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623
Epoch 1722/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3961 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623
Epoch 1723/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3961 - recall: 0.2913 - val_loss: 0.4004 - val_recall: 0.2623
Epoch 1724/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3961 - recall: 0.2913 - val_loss: 0.4003 - val_recall: 0.2623
Epoch 1725/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3960 - recall: 0.2913 - val_loss: 0.4003 - val_recall: 0.2623
Epoch 1726/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3960 - recall: 0.2913 - val_loss: 0.4003 - val_recall: 0.2623
Epoch 1727/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3960 - recall: 0.2913 - val_loss: 0.4003 - val_recall: 0.2623
Epoch 1728/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3960 - recall: 0.2913 - val_loss: 0.4003 - val_recall: 0.2623
Epoch 1729/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3960 - recall: 0.2921 - val_loss: 0.4003 - val_recall: 0.2623
Epoch 1730/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3959 - recall: 0.2921 - val_loss: 0.4003 - val_recall: 0.2623
Epoch 1731/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3959 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623
Epoch 1732/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3959 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623
Epoch 1733/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3959 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623
Epoch 1734/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3959 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623
Epoch 1735/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3958 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623
Epoch 1736/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3958 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623
Epoch 1737/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3958 - recall: 0.2921 - val_loss: 0.4002 - val_recall: 0.2623
Epoch 1738/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3958 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623
Epoch 1739/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3958 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623
Epoch 1740/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3957 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623
Epoch 1741/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3957 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623
Epoch 1742/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3957 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623
Epoch 1743/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3957 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623
Epoch 1744/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3957 - recall: 0.2921 - val_loss: 0.4001 - val_recall: 0.2623
Epoch 1745/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3956 - recall: 0.2921 - val_loss: 0.4000 - val_recall: 0.2623
Epoch 1746/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3956 - recall: 0.2921 - val_loss: 0.4000 - val_recall: 0.2623
Epoch 1747/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3956 - recall: 0.2921 - val_loss: 0.4000 - val_recall: 0.2623
Epoch 1748/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3956 - recall: 0.2921 - val_loss: 0.4000 - val_recall: 0.2623
Epoch 1749/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3956 - recall: 0.2921 - val_loss: 0.4000 - val_recall: 0.2623
Epoch 1750/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3955 - recall: 0.2921 - val_loss: 0.4000 - val_recall: 0.2623
Epoch 1751/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3955 - recall: 0.2930 - val_loss: 0.4000 - val_recall: 0.2623
Epoch 1752/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3955 - recall: 0.2921 - val_loss: 0.3999 - val_recall: 0.2623
Epoch 1753/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3955 - recall: 0.2921 - val_loss: 0.3999 - val_recall: 0.2623
Epoch 1754/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3955 - recall: 0.2930 - val_loss: 0.3999 - val_recall: 0.2623
Epoch 1755/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3954 - recall: 0.2930 - val_loss: 0.3999 - val_recall: 0.2623
Epoch 1756/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3954 - recall: 0.2930 - val_loss: 0.3999 - val_recall: 0.2623
Epoch 1757/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3954 - recall: 0.2930 - val_loss: 0.3999 - val_recall: 0.2623
Epoch 1758/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3954 - recall: 0.2930 - val_loss: 0.3999 - val_recall: 0.2623
Epoch 1759/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3953 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623
Epoch 1760/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3953 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623
Epoch 1761/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3953 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623
Epoch 1762/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3953 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623
Epoch 1763/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3953 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623
Epoch 1764/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3953 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623
Epoch 1765/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3952 - recall: 0.2930 - val_loss: 0.3998 - val_recall: 0.2623
Epoch 1766/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3952 - recall: 0.2946 - val_loss: 0.3997 - val_recall: 0.2623
Epoch 1767/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3952 - recall: 0.2930 - val_loss: 0.3997 - val_recall: 0.2623
Epoch 1768/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3952 - recall: 0.2938 - val_loss: 0.3997 - val_recall: 0.2623
Epoch 1769/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3951 - recall: 0.2946 - val_loss: 0.3997 - val_recall: 0.2623
Epoch 1770/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3951 - recall: 0.2946 - val_loss: 0.3997 - val_recall: 0.2623
Epoch 1771/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3951 - recall: 0.2954 - val_loss: 0.3997 - val_recall: 0.2623
Epoch 1772/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3951 - recall: 0.2946 - val_loss: 0.3997 - val_recall: 0.2623
Epoch 1773/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3951 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623
Epoch 1774/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3950 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623
Epoch 1775/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3950 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623
Epoch 1776/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3950 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623
Epoch 1777/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3950 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623
Epoch 1778/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3950 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623
Epoch 1779/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3949 - recall: 0.2954 - val_loss: 0.3996 - val_recall: 0.2623
Epoch 1780/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3949 - recall: 0.2954 - val_loss: 0.3995 - val_recall: 0.2623
Epoch 1781/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3949 - recall: 0.2954 - val_loss: 0.3995 - val_recall: 0.2623
Epoch 1782/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3949 - recall: 0.2954 - val_loss: 0.3995 - val_recall: 0.2623
Epoch 1783/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3949 - recall: 0.2954 - val_loss: 0.3995 - val_recall: 0.2623
Epoch 1784/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3948 - recall: 0.2954 - val_loss: 0.3995 - val_recall: 0.2623
Epoch 1785/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3948 - recall: 0.2954 - val_loss: 0.3995 - val_recall: 0.2623
Epoch 1786/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3948 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623
Epoch 1787/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3948 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623
Epoch 1788/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3948 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623
Epoch 1789/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3947 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623
Epoch 1790/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3947 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623
Epoch 1791/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3947 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623
Epoch 1792/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3947 - recall: 0.2954 - val_loss: 0.3994 - val_recall: 0.2623
Epoch 1793/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3947 - recall: 0.2954 - val_loss: 0.3993 - val_recall: 0.2623
Epoch 1794/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3946 - recall: 0.2962 - val_loss: 0.3993 - val_recall: 0.2623
Epoch 1795/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3946 - recall: 0.2954 - val_loss: 0.3993 - val_recall: 0.2623
Epoch 1796/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3946 - recall: 0.2954 - val_loss: 0.3993 - val_recall: 0.2623
Epoch 1797/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3946 - recall: 0.2962 - val_loss: 0.3993 - val_recall: 0.2623
Epoch 1798/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3946 - recall: 0.2962 - val_loss: 0.3993 - val_recall: 0.2623
Epoch 1799/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3945 - recall: 0.2971 - val_loss: 0.3993 - val_recall: 0.2623
Epoch 1800/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3945 - recall: 0.2962 - val_loss: 0.3992 - val_recall: 0.2623
Epoch 1801/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3945 - recall: 0.2962 - val_loss: 0.3992 - val_recall: 0.2647
Epoch 1802/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3945 - recall: 0.2962 - val_loss: 0.3992 - val_recall: 0.2647
Epoch 1803/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3945 - recall: 0.2979 - val_loss: 0.3992 - val_recall: 0.2647
Epoch 1804/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3944 - recall: 0.2979 - val_loss: 0.3992 - val_recall: 0.2647
Epoch 1805/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3944 - recall: 0.2979 - val_loss: 0.3992 - val_recall: 0.2647
Epoch 1806/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3944 - recall: 0.2979 - val_loss: 0.3992 - val_recall: 0.2647
Epoch 1807/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3944 - recall: 0.2995 - val_loss: 0.3991 - val_recall: 0.2647
Epoch 1808/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3943 - recall: 0.2987 - val_loss: 0.3991 - val_recall: 0.2647
Epoch 1809/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3943 - recall: 0.2979 - val_loss: 0.3991 - val_recall: 0.2647
Epoch 1810/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3943 - recall: 0.2987 - val_loss: 0.3991 - val_recall: 0.2647
Epoch 1811/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3943 - recall: 0.2987 - val_loss: 0.3991 - val_recall: 0.2647
Epoch 1812/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3943 - recall: 0.2995 - val_loss: 0.3991 - val_recall: 0.2647
Epoch 1813/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3942 - recall: 0.2995 - val_loss: 0.3991 - val_recall: 0.2647
Epoch 1814/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3942 - recall: 0.2987 - val_loss: 0.3990 - val_recall: 0.2647
Epoch 1815/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3942 - recall: 0.2995 - val_loss: 0.3990 - val_recall: 0.2672
Epoch 1816/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3942 - recall: 0.2987 - val_loss: 0.3990 - val_recall: 0.2672
Epoch 1817/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3942 - recall: 0.2995 - val_loss: 0.3990 - val_recall: 0.2672
Epoch 1818/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3941 - recall: 0.2995 - val_loss: 0.3990 - val_recall: 0.2672
Epoch 1819/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3941 - recall: 0.2987 - val_loss: 0.3990 - val_recall: 0.2672
Epoch 1820/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3941 - recall: 0.2995 - val_loss: 0.3990 - val_recall: 0.2672
Epoch 1821/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3941 - recall: 0.2987 - val_loss: 0.3989 - val_recall: 0.2696
Epoch 1822/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3941 - recall: 0.2987 - val_loss: 0.3989 - val_recall: 0.2696
Epoch 1823/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3940 - recall: 0.3003 - val_loss: 0.3989 - val_recall: 0.2696
Epoch 1824/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3940 - recall: 0.3011 - val_loss: 0.3989 - val_recall: 0.2696
Epoch 1825/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3940 - recall: 0.2995 - val_loss: 0.3989 - val_recall: 0.2696
Epoch 1826/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3940 - recall: 0.3003 - val_loss: 0.3989 - val_recall: 0.2696
Epoch 1827/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3940 - recall: 0.3011 - val_loss: 0.3988 - val_recall: 0.2696
Epoch 1828/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3939 - recall: 0.3003 - val_loss: 0.3988 - val_recall: 0.2696
Epoch 1829/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3939 - recall: 0.2995 - val_loss: 0.3988 - val_recall: 0.2696
Epoch 1830/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3939 - recall: 0.3020 - val_loss: 0.3988 - val_recall: 0.2696
Epoch 1831/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3939 - recall: 0.3020 - val_loss: 0.3988 - val_recall: 0.2696
Epoch 1832/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3939 - recall: 0.3011 - val_loss: 0.3988 - val_recall: 0.2696
Epoch 1833/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3938 - recall: 0.3020 - val_loss: 0.3988 - val_recall: 0.2696
Epoch 1834/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3938 - recall: 0.3003 - val_loss: 0.3987 - val_recall: 0.2696
Epoch 1835/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3938 - recall: 0.3020 - val_loss: 0.3987 - val_recall: 0.2696
Epoch 1836/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3938 - recall: 0.3020 - val_loss: 0.3987 - val_recall: 0.2696
Epoch 1837/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3938 - recall: 0.3020 - val_loss: 0.3987 - val_recall: 0.2696
Epoch 1838/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3937 - recall: 0.3020 - val_loss: 0.3987 - val_recall: 0.2696
Epoch 1839/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3937 - recall: 0.3020 - val_loss: 0.3987 - val_recall: 0.2696
Epoch 1840/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3937 - recall: 0.3028 - val_loss: 0.3987 - val_recall: 0.2696
Epoch 1841/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3937 - recall: 0.3036 - val_loss: 0.3986 - val_recall: 0.2696
Epoch 1842/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3937 - recall: 0.3028 - val_loss: 0.3986 - val_recall: 0.2696
Epoch 1843/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3936 - recall: 0.3036 - val_loss: 0.3986 - val_recall: 0.2696
Epoch 1844/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3936 - recall: 0.3028 - val_loss: 0.3986 - val_recall: 0.2696
Epoch 1845/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3936 - recall: 0.3036 - val_loss: 0.3986 - val_recall: 0.2696
Epoch 1846/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3936 - recall: 0.3028 - val_loss: 0.3986 - val_recall: 0.2696
Epoch 1847/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3936 - recall: 0.3036 - val_loss: 0.3986 - val_recall: 0.2696
Epoch 1848/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3935 - recall: 0.3036 - val_loss: 0.3985 - val_recall: 0.2696
Epoch 1849/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3935 - recall: 0.3028 - val_loss: 0.3985 - val_recall: 0.2696
Epoch 1850/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3935 - recall: 0.3028 - val_loss: 0.3985 - val_recall: 0.2696
Epoch 1851/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3935 - recall: 0.3036 - val_loss: 0.3985 - val_recall: 0.2696
Epoch 1852/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3935 - recall: 0.3036 - val_loss: 0.3985 - val_recall: 0.2696
Epoch 1853/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3934 - recall: 0.3036 - val_loss: 0.3985 - val_recall: 0.2696
Epoch 1854/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3934 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696
Epoch 1855/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3934 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696
Epoch 1856/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3934 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696
Epoch 1857/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3933 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696
Epoch 1858/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3933 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696
Epoch 1859/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3933 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696
Epoch 1860/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3933 - recall: 0.3044 - val_loss: 0.3984 - val_recall: 0.2696
Epoch 1861/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3933 - recall: 0.3044 - val_loss: 0.3983 - val_recall: 0.2696
Epoch 1862/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3932 - recall: 0.3044 - val_loss: 0.3983 - val_recall: 0.2696
Epoch 1863/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3932 - recall: 0.3044 - val_loss: 0.3983 - val_recall: 0.2696
Epoch 1864/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3932 - recall: 0.3044 - val_loss: 0.3983 - val_recall: 0.2696
Epoch 1865/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3932 - recall: 0.3052 - val_loss: 0.3983 - val_recall: 0.2696
Epoch 1866/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3932 - recall: 0.3044 - val_loss: 0.3983 - val_recall: 0.2696
Epoch 1867/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3931 - recall: 0.3052 - val_loss: 0.3983 - val_recall: 0.2696
Epoch 1868/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3931 - recall: 0.3052 - val_loss: 0.3982 - val_recall: 0.2696
Epoch 1869/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3931 - recall: 0.3036 - val_loss: 0.3982 - val_recall: 0.2696
Epoch 1870/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3931 - recall: 0.3052 - val_loss: 0.3982 - val_recall: 0.2696
Epoch 1871/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3930 - recall: 0.3044 - val_loss: 0.3982 - val_recall: 0.2696
Epoch 1872/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3930 - recall: 0.3044 - val_loss: 0.3982 - val_recall: 0.2696
Epoch 1873/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3930 - recall: 0.3052 - val_loss: 0.3982 - val_recall: 0.2696
Epoch 1874/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3930 - recall: 0.3052 - val_loss: 0.3981 - val_recall: 0.2696
Epoch 1875/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3930 - recall: 0.3044 - val_loss: 0.3981 - val_recall: 0.2696
Epoch 1876/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3929 - recall: 0.3052 - val_loss: 0.3981 - val_recall: 0.2696
Epoch 1877/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3929 - recall: 0.3052 - val_loss: 0.3981 - val_recall: 0.2696
Epoch 1878/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3929 - recall: 0.3044 - val_loss: 0.3981 - val_recall: 0.2696
Epoch 1879/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3929 - recall: 0.3044 - val_loss: 0.3981 - val_recall: 0.2696
Epoch 1880/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3929 - recall: 0.3052 - val_loss: 0.3981 - val_recall: 0.2696
Epoch 1881/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3928 - recall: 0.3052 - val_loss: 0.3980 - val_recall: 0.2696
Epoch 1882/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3928 - recall: 0.3061 - val_loss: 0.3980 - val_recall: 0.2696
Epoch 1883/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3928 - recall: 0.3052 - val_loss: 0.3980 - val_recall: 0.2696
Epoch 1884/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3928 - recall: 0.3052 - val_loss: 0.3980 - val_recall: 0.2696
Epoch 1885/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3928 - recall: 0.3052 - val_loss: 0.3980 - val_recall: 0.2696
Epoch 1886/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3927 - recall: 0.3052 - val_loss: 0.3980 - val_recall: 0.2696
Epoch 1887/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3927 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696
Epoch 1888/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3927 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696
Epoch 1889/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3927 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696
Epoch 1890/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3927 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696
Epoch 1891/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3926 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696
Epoch 1892/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3926 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696
Epoch 1893/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3926 - recall: 0.3052 - val_loss: 0.3979 - val_recall: 0.2696
Epoch 1894/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3926 - recall: 0.3052 - val_loss: 0.3978 - val_recall: 0.2721
Epoch 1895/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3926 - recall: 0.3052 - val_loss: 0.3978 - val_recall: 0.2721
Epoch 1896/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3925 - recall: 0.3052 - val_loss: 0.3978 - val_recall: 0.2721
Epoch 1897/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3925 - recall: 0.3052 - val_loss: 0.3978 - val_recall: 0.2721
Epoch 1898/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3925 - recall: 0.3052 - val_loss: 0.3978 - val_recall: 0.2745
Epoch 1899/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3925 - recall: 0.3052 - val_loss: 0.3978 - val_recall: 0.2745
Epoch 1900/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3925 - recall: 0.3052 - val_loss: 0.3977 - val_recall: 0.2745
Epoch 1901/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3924 - recall: 0.3052 - val_loss: 0.3977 - val_recall: 0.2745
Epoch 1902/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3924 - recall: 0.3052 - val_loss: 0.3977 - val_recall: 0.2745
Epoch 1903/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3924 - recall: 0.3052 - val_loss: 0.3977 - val_recall: 0.2745
Epoch 1904/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3924 - recall: 0.3052 - val_loss: 0.3977 - val_recall: 0.2745
Epoch 1905/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3061 - val_loss: 0.3977 - val_recall: 0.2745
Epoch 1906/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3052 - val_loss: 0.3977 - val_recall: 0.2745
Epoch 1907/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3052 - val_loss: 0.3976 - val_recall: 0.2745
Epoch 1908/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3052 - val_loss: 0.3976 - val_recall: 0.2745
Epoch 1909/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3061 - val_loss: 0.3976 - val_recall: 0.2745
Epoch 1910/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3922 - recall: 0.3061 - val_loss: 0.3976 - val_recall: 0.2745
Epoch 1911/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3922 - recall: 0.3061 - val_loss: 0.3976 - val_recall: 0.2745
Epoch 1912/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3922 - recall: 0.3052 - val_loss: 0.3976 - val_recall: 0.2745
Epoch 1913/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3922 - recall: 0.3061 - val_loss: 0.3975 - val_recall: 0.2745
Epoch 1914/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3922 - recall: 0.3061 - val_loss: 0.3975 - val_recall: 0.2745
Epoch 1915/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3921 - recall: 0.3061 - val_loss: 0.3975 - val_recall: 0.2745
Epoch 1916/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3921 - recall: 0.3061 - val_loss: 0.3975 - val_recall: 0.2745
Epoch 1917/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3921 - recall: 0.3069 - val_loss: 0.3975 - val_recall: 0.2745
Epoch 1918/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3921 - recall: 0.3077 - val_loss: 0.3975 - val_recall: 0.2745
Epoch 1919/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3921 - recall: 0.3069 - val_loss: 0.3975 - val_recall: 0.2745
Epoch 1920/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3920 - recall: 0.3069 - val_loss: 0.3974 - val_recall: 0.2745
Epoch 1921/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3920 - recall: 0.3077 - val_loss: 0.3974 - val_recall: 0.2745
Epoch 1922/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3920 - recall: 0.3077 - val_loss: 0.3974 - val_recall: 0.2745
Epoch 1923/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3920 - recall: 0.3077 - val_loss: 0.3974 - val_recall: 0.2745
Epoch 1924/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3920 - recall: 0.3069 - val_loss: 0.3974 - val_recall: 0.2745
Epoch 1925/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3919 - recall: 0.3077 - val_loss: 0.3974 - val_recall: 0.2745
Epoch 1926/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3919 - recall: 0.3077 - val_loss: 0.3973 - val_recall: 0.2745
Epoch 1927/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3919 - recall: 0.3077 - val_loss: 0.3973 - val_recall: 0.2745
Epoch 1928/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3919 - recall: 0.3077 - val_loss: 0.3973 - val_recall: 0.2745
Epoch 1929/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3918 - recall: 0.3077 - val_loss: 0.3973 - val_recall: 0.2770
Epoch 1930/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3918 - recall: 0.3077 - val_loss: 0.3973 - val_recall: 0.2770
Epoch 1931/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3918 - recall: 0.3077 - val_loss: 0.3973 - val_recall: 0.2770
Epoch 1932/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3918 - recall: 0.3069 - val_loss: 0.3973 - val_recall: 0.2770
Epoch 1933/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3918 - recall: 0.3077 - val_loss: 0.3972 - val_recall: 0.2770
Epoch 1934/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3918 - recall: 0.3077 - val_loss: 0.3972 - val_recall: 0.2770
Epoch 1935/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3917 - recall: 0.3085 - val_loss: 0.3972 - val_recall: 0.2770
Epoch 1936/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3917 - recall: 0.3085 - val_loss: 0.3972 - val_recall: 0.2770
Epoch 1937/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3917 - recall: 0.3085 - val_loss: 0.3972 - val_recall: 0.2770
Epoch 1938/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3917 - recall: 0.3085 - val_loss: 0.3972 - val_recall: 0.2770
Epoch 1939/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3916 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770
Epoch 1940/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3916 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770
Epoch 1941/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3916 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770
Epoch 1942/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3916 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770
Epoch 1943/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3916 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770
Epoch 1944/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3915 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770
Epoch 1945/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3915 - recall: 0.3085 - val_loss: 0.3971 - val_recall: 0.2770
Epoch 1946/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3915 - recall: 0.3085 - val_loss: 0.3970 - val_recall: 0.2770
Epoch 1947/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3915 - recall: 0.3085 - val_loss: 0.3970 - val_recall: 0.2770
Epoch 1948/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3915 - recall: 0.3085 - val_loss: 0.3970 - val_recall: 0.2770
Epoch 1949/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3914 - recall: 0.3085 - val_loss: 0.3970 - val_recall: 0.2770
Epoch 1950/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3914 - recall: 0.3093 - val_loss: 0.3970 - val_recall: 0.2770
Epoch 1951/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3914 - recall: 0.3085 - val_loss: 0.3970 - val_recall: 0.2770
Epoch 1952/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3914 - recall: 0.3085 - val_loss: 0.3969 - val_recall: 0.2770
Epoch 1953/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3914 - recall: 0.3093 - val_loss: 0.3969 - val_recall: 0.2770
Epoch 1954/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3913 - recall: 0.3085 - val_loss: 0.3969 - val_recall: 0.2770
Epoch 1955/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3913 - recall: 0.3085 - val_loss: 0.3969 - val_recall: 0.2770
Epoch 1956/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3913 - recall: 0.3085 - val_loss: 0.3969 - val_recall: 0.2770
Epoch 1957/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3913 - recall: 0.3085 - val_loss: 0.3969 - val_recall: 0.2770
Epoch 1958/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3913 - recall: 0.3085 - val_loss: 0.3969 - val_recall: 0.2770
Epoch 1959/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3912 - recall: 0.3085 - val_loss: 0.3968 - val_recall: 0.2770
Epoch 1960/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3912 - recall: 0.3093 - val_loss: 0.3968 - val_recall: 0.2770
Epoch 1961/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3912 - recall: 0.3101 - val_loss: 0.3968 - val_recall: 0.2770
Epoch 1962/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3912 - recall: 0.3085 - val_loss: 0.3968 - val_recall: 0.2770
Epoch 1963/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3912 - recall: 0.3101 - val_loss: 0.3968 - val_recall: 0.2770
Epoch 1964/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3911 - recall: 0.3093 - val_loss: 0.3968 - val_recall: 0.2770
Epoch 1965/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3911 - recall: 0.3101 - val_loss: 0.3968 - val_recall: 0.2770
Epoch 1966/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3911 - recall: 0.3093 - val_loss: 0.3967 - val_recall: 0.2770
Epoch 1967/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3911 - recall: 0.3093 - val_loss: 0.3967 - val_recall: 0.2770
Epoch 1968/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3911 - recall: 0.3101 - val_loss: 0.3967 - val_recall: 0.2770
Epoch 1969/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3910 - recall: 0.3093 - val_loss: 0.3967 - val_recall: 0.2770
Epoch 1970/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3910 - recall: 0.3101 - val_loss: 0.3967 - val_recall: 0.2770
Epoch 1971/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3910 - recall: 0.3093 - val_loss: 0.3967 - val_recall: 0.2770
Epoch 1972/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3910 - recall: 0.3110 - val_loss: 0.3966 - val_recall: 0.2770
Epoch 1973/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3909 - recall: 0.3101 - val_loss: 0.3966 - val_recall: 0.2770
Epoch 1974/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3909 - recall: 0.3110 - val_loss: 0.3966 - val_recall: 0.2770
Epoch 1975/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3909 - recall: 0.3110 - val_loss: 0.3966 - val_recall: 0.2770
Epoch 1976/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3909 - recall: 0.3110 - val_loss: 0.3966 - val_recall: 0.2770
Epoch 1977/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3909 - recall: 0.3110 - val_loss: 0.3966 - val_recall: 0.2770
Epoch 1978/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3908 - recall: 0.3110 - val_loss: 0.3966 - val_recall: 0.2770
Epoch 1979/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3908 - recall: 0.3110 - val_loss: 0.3965 - val_recall: 0.2770
Epoch 1980/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3908 - recall: 0.3110 - val_loss: 0.3965 - val_recall: 0.2770
Epoch 1981/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3908 - recall: 0.3110 - val_loss: 0.3965 - val_recall: 0.2770
Epoch 1982/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3908 - recall: 0.3110 - val_loss: 0.3965 - val_recall: 0.2794
Epoch 1983/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3907 - recall: 0.3110 - val_loss: 0.3965 - val_recall: 0.2794
Epoch 1984/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3907 - recall: 0.3110 - val_loss: 0.3965 - val_recall: 0.2843
Epoch 1985/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3907 - recall: 0.3101 - val_loss: 0.3965 - val_recall: 0.2843
Epoch 1986/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3907 - recall: 0.3110 - val_loss: 0.3964 - val_recall: 0.2843
Epoch 1987/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3907 - recall: 0.3101 - val_loss: 0.3964 - val_recall: 0.2843
Epoch 1988/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3906 - recall: 0.3101 - val_loss: 0.3964 - val_recall: 0.2843
Epoch 1989/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3906 - recall: 0.3101 - val_loss: 0.3964 - val_recall: 0.2843
Epoch 1990/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3906 - recall: 0.3101 - val_loss: 0.3964 - val_recall: 0.2843
Epoch 1991/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3906 - recall: 0.3093 - val_loss: 0.3964 - val_recall: 0.2843
Epoch 1992/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3906 - recall: 0.3093 - val_loss: 0.3963 - val_recall: 0.2843
Epoch 1993/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3905 - recall: 0.3110 - val_loss: 0.3963 - val_recall: 0.2843
Epoch 1994/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3905 - recall: 0.3110 - val_loss: 0.3963 - val_recall: 0.2843
Epoch 1995/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3905 - recall: 0.3101 - val_loss: 0.3963 - val_recall: 0.2843
Epoch 1996/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3905 - recall: 0.3118 - val_loss: 0.3963 - val_recall: 0.2843
Epoch 1997/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3905 - recall: 0.3110 - val_loss: 0.3963 - val_recall: 0.2843
Epoch 1998/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3904 - recall: 0.3118 - val_loss: 0.3963 - val_recall: 0.2843
Epoch 1999/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3904 - recall: 0.3101 - val_loss: 0.3962 - val_recall: 0.2843
Epoch 2000/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3904 - recall: 0.3110 - val_loss: 0.3962 - val_recall: 0.2843
CPU times: user 4min 32s, sys: 25.9 s, total: 4min 58s
Wall time: 3min 53s

# Predicting the training results using 0.5 as the threshold
y_train_pred_0 = (model_0.predict(x_train) > 0.5)

# Predicting the validation results using 0.5 as the threshold
y_val_pred_0 = (model_0.predict(x_val) > 0.5)

# Populate the testing variable using 0.5 as the threshold (will be used later in model comparison)
y_test_pred_0 = (model_0.predict(x_test) > 0.5)

188/188 [==============================] - 0s 2ms/step
63/63 [==============================] - 0s 1ms/step
63/63 [==============================] - 0s 1ms/step

Observations on Sequential model with SGD using original data¶

# Display the training loss and validation loss
show_lineplot(data_train = history_0.history['loss'], data_val = history_0.history['val_loss'], feature_name = 'Loss', labels = ['Training', 'Validation'])

# Display the training recall and validation recall
show_lineplot(data_train = history_0.history['recall'], data_val = history_0.history['val_recall'], feature_name = 'Recall', labels = ['Training', 'Validation'])

# Display the classification report for training and validation data
show_classification_report(model_name = model_name_0, target_train = y_train, predictors_train = y_train_pred_0, target_val = y_val, predictors_val = y_val_pred_0)

# Display the confision matrix using training data
show_confusion_matrix(predictors = y_train_pred_0, target = y_train, title = '(Training)')

# Display the confision matrix using validation data
show_confusion_matrix(predictors = y_val_pred_0, target = y_val, title = '(Validation)')

Observations:

Sequential model shows a 31.10% recall score on original training data and a 30.39% recall score on validation data using the following parameters:
- Optimizer = SGD
- Metrics = Recall
- Learning rate = 0.001
- loss = binary_crossentropy
- Number of layers (Dense) = 3
- Total parameters = 4,993
- Batch size = 200
- Epoch = 2,000
It took the model approximately 3 minutes and 38 seconds to complete the training.
The line plot for loss and recall shows smooth lines for both original training and validation data.

Model Performance Improvement¶

Neural Network with Adam Optimizer¶

Sequential model with Adam using original data¶

# Clear backend session
clear_session()

# Create model with Adam optimizer
model_name_1 = 'NN with Adam'

model_1 = Sequential()
model_1.add(Dense(units = 4, activation = 'relu', input_dim = x_train.shape[1]))
model_1.add(Dense(units = 4, activation = 'relu'))
model_1.add(Dense(units = 1, activation = 'sigmoid'))

model_1.compile(loss = 'binary_crossentropy', optimizer = Adam(0.001), metrics = ['recall'])

model_1.summary()

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense (Dense)               (None, 4)                 48        
                                                                 
 dense_1 (Dense)             (None, 4)                 20        
                                                                 
 dense_2 (Dense)             (None, 1)                 5         
                                                                 
=================================================================
Total params: 73 (292.00 Byte)
Trainable params: 73 (292.00 Byte)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________

%%time

# Fit the model
history_1 = model_1.fit(
  x_train, y_train,
  batch_size = 200,
  validation_data = (x_val, y_val),
  epochs = 2000,
  verbose = 1
)

Epoch 1/2000
30/30 [==============================] - 1s 11ms/step - loss: 0.7940 - recall: 0.9501 - val_loss: 0.7613 - val_recall: 0.9118
Epoch 2/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.7346 - recall: 0.8249 - val_loss: 0.7108 - val_recall: 0.7230
Epoch 3/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.6896 - recall: 0.5851 - val_loss: 0.6687 - val_recall: 0.3971
Epoch 4/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.6486 - recall: 0.2774 - val_loss: 0.6254 - val_recall: 0.1422
Epoch 5/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.6087 - recall: 0.0745 - val_loss: 0.5851 - val_recall: 0.0221
Epoch 6/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.5734 - recall: 0.0139 - val_loss: 0.5529 - val_recall: 0.0025
Epoch 7/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.5465 - recall: 0.0025 - val_loss: 0.5293 - val_recall: 0.0025
Epoch 8/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.5275 - recall: 0.0016 - val_loss: 0.5130 - val_recall: 0.0000e+00
Epoch 9/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.5146 - recall: 8.1833e-04 - val_loss: 0.5021 - val_recall: 0.0000e+00
Epoch 10/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.5054 - recall: 0.0025 - val_loss: 0.4945 - val_recall: 0.0000e+00
Epoch 11/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4985 - recall: 0.0025 - val_loss: 0.4883 - val_recall: 0.0025
Epoch 12/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.0049 - val_loss: 0.4824 - val_recall: 0.0074
Epoch 13/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4861 - recall: 0.0139 - val_loss: 0.4764 - val_recall: 0.0196
Epoch 14/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4795 - recall: 0.0344 - val_loss: 0.4702 - val_recall: 0.0392
Epoch 15/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4730 - recall: 0.0638 - val_loss: 0.4634 - val_recall: 0.0564
Epoch 16/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4667 - recall: 0.0900 - val_loss: 0.4579 - val_recall: 0.0980
Epoch 17/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4611 - recall: 0.1162 - val_loss: 0.4527 - val_recall: 0.1176
Epoch 18/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4559 - recall: 0.1506 - val_loss: 0.4472 - val_recall: 0.1446
Epoch 19/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4512 - recall: 0.1784 - val_loss: 0.4421 - val_recall: 0.1789
Epoch 20/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4476 - recall: 0.2054 - val_loss: 0.4386 - val_recall: 0.1912
Epoch 21/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4448 - recall: 0.2226 - val_loss: 0.4357 - val_recall: 0.2059
Epoch 22/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4425 - recall: 0.2406 - val_loss: 0.4336 - val_recall: 0.2230
Epoch 23/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4407 - recall: 0.2430 - val_loss: 0.4317 - val_recall: 0.2377
Epoch 24/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4392 - recall: 0.2561 - val_loss: 0.4298 - val_recall: 0.2426
Epoch 25/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4378 - recall: 0.2651 - val_loss: 0.4288 - val_recall: 0.2549
Epoch 26/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4368 - recall: 0.2643 - val_loss: 0.4275 - val_recall: 0.2647
Epoch 27/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4357 - recall: 0.2758 - val_loss: 0.4265 - val_recall: 0.2672
Epoch 28/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4348 - recall: 0.2692 - val_loss: 0.4256 - val_recall: 0.2475
Epoch 29/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4340 - recall: 0.2709 - val_loss: 0.4249 - val_recall: 0.2623
Epoch 30/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4334 - recall: 0.2717 - val_loss: 0.4243 - val_recall: 0.2647
Epoch 31/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4328 - recall: 0.2766 - val_loss: 0.4237 - val_recall: 0.2672
Epoch 32/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4321 - recall: 0.2774 - val_loss: 0.4233 - val_recall: 0.2647
Epoch 33/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4317 - recall: 0.2676 - val_loss: 0.4228 - val_recall: 0.2598
Epoch 34/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4311 - recall: 0.2684 - val_loss: 0.4223 - val_recall: 0.2647
Epoch 35/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4307 - recall: 0.2676 - val_loss: 0.4221 - val_recall: 0.2672
Epoch 36/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4303 - recall: 0.2668 - val_loss: 0.4218 - val_recall: 0.2672
Epoch 37/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4300 - recall: 0.2635 - val_loss: 0.4215 - val_recall: 0.2549
Epoch 38/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4297 - recall: 0.2594 - val_loss: 0.4214 - val_recall: 0.2525
Epoch 39/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4293 - recall: 0.2537 - val_loss: 0.4211 - val_recall: 0.2500
Epoch 40/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4290 - recall: 0.2561 - val_loss: 0.4211 - val_recall: 0.2426
Epoch 41/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4288 - recall: 0.2520 - val_loss: 0.4209 - val_recall: 0.2426
Epoch 42/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4287 - recall: 0.2594 - val_loss: 0.4209 - val_recall: 0.2451
Epoch 43/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4285 - recall: 0.2422 - val_loss: 0.4207 - val_recall: 0.2279
Epoch 44/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4283 - recall: 0.2504 - val_loss: 0.4206 - val_recall: 0.2402
Epoch 45/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4280 - recall: 0.2414 - val_loss: 0.4205 - val_recall: 0.2328
Epoch 46/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4279 - recall: 0.2430 - val_loss: 0.4205 - val_recall: 0.2279
Epoch 47/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4276 - recall: 0.2414 - val_loss: 0.4203 - val_recall: 0.2304
Epoch 48/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4275 - recall: 0.2414 - val_loss: 0.4204 - val_recall: 0.2304
Epoch 49/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4274 - recall: 0.2455 - val_loss: 0.4204 - val_recall: 0.2402
Epoch 50/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4273 - recall: 0.2340 - val_loss: 0.4203 - val_recall: 0.2059
Epoch 51/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4270 - recall: 0.2373 - val_loss: 0.4202 - val_recall: 0.2304
Epoch 52/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4270 - recall: 0.2430 - val_loss: 0.4202 - val_recall: 0.2426
Epoch 53/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4268 - recall: 0.2357 - val_loss: 0.4201 - val_recall: 0.2230
Epoch 54/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4267 - recall: 0.2373 - val_loss: 0.4200 - val_recall: 0.2255
Epoch 55/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4265 - recall: 0.2357 - val_loss: 0.4200 - val_recall: 0.2279
Epoch 56/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4266 - recall: 0.2373 - val_loss: 0.4200 - val_recall: 0.2206
Epoch 57/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4264 - recall: 0.2447 - val_loss: 0.4200 - val_recall: 0.2353
Epoch 58/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4262 - recall: 0.2365 - val_loss: 0.4198 - val_recall: 0.2255
Epoch 59/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4260 - recall: 0.2414 - val_loss: 0.4198 - val_recall: 0.2304
Epoch 60/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4260 - recall: 0.2357 - val_loss: 0.4198 - val_recall: 0.2328
Epoch 61/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4258 - recall: 0.2365 - val_loss: 0.4198 - val_recall: 0.2255
Epoch 62/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4257 - recall: 0.2332 - val_loss: 0.4197 - val_recall: 0.2230
Epoch 63/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4257 - recall: 0.2447 - val_loss: 0.4197 - val_recall: 0.2377
Epoch 64/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4255 - recall: 0.2324 - val_loss: 0.4197 - val_recall: 0.2255
Epoch 65/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4253 - recall: 0.2406 - val_loss: 0.4196 - val_recall: 0.2426
Epoch 66/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4252 - recall: 0.2488 - val_loss: 0.4197 - val_recall: 0.2475
Epoch 67/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4251 - recall: 0.2365 - val_loss: 0.4196 - val_recall: 0.2402
Epoch 68/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4249 - recall: 0.2480 - val_loss: 0.4196 - val_recall: 0.2574
Epoch 69/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4248 - recall: 0.2520 - val_loss: 0.4195 - val_recall: 0.2500
Epoch 70/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4248 - recall: 0.2463 - val_loss: 0.4194 - val_recall: 0.2549
Epoch 71/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4246 - recall: 0.2422 - val_loss: 0.4194 - val_recall: 0.2525
Epoch 72/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4245 - recall: 0.2471 - val_loss: 0.4196 - val_recall: 0.2647
Epoch 73/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4243 - recall: 0.2570 - val_loss: 0.4195 - val_recall: 0.2500
Epoch 74/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4243 - recall: 0.2406 - val_loss: 0.4193 - val_recall: 0.2574
Epoch 75/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4240 - recall: 0.2545 - val_loss: 0.4193 - val_recall: 0.2623
Epoch 76/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4240 - recall: 0.2422 - val_loss: 0.4192 - val_recall: 0.2500
Epoch 77/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4237 - recall: 0.2553 - val_loss: 0.4192 - val_recall: 0.2598
Epoch 78/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4237 - recall: 0.2570 - val_loss: 0.4192 - val_recall: 0.2598
Epoch 79/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4237 - recall: 0.2340 - val_loss: 0.4192 - val_recall: 0.2598
Epoch 80/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4234 - recall: 0.2627 - val_loss: 0.4192 - val_recall: 0.2794
Epoch 81/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4233 - recall: 0.2488 - val_loss: 0.4189 - val_recall: 0.2598
Epoch 82/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4230 - recall: 0.2463 - val_loss: 0.4190 - val_recall: 0.2672
Epoch 83/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4231 - recall: 0.2676 - val_loss: 0.4188 - val_recall: 0.2623
Epoch 84/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4228 - recall: 0.2406 - val_loss: 0.4189 - val_recall: 0.2549
Epoch 85/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4225 - recall: 0.2439 - val_loss: 0.4188 - val_recall: 0.2647
Epoch 86/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4223 - recall: 0.2602 - val_loss: 0.4187 - val_recall: 0.2623
Epoch 87/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4221 - recall: 0.2463 - val_loss: 0.4186 - val_recall: 0.2598
Epoch 88/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4221 - recall: 0.2430 - val_loss: 0.4186 - val_recall: 0.2672
Epoch 89/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4218 - recall: 0.2471 - val_loss: 0.4185 - val_recall: 0.2623
Epoch 90/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4216 - recall: 0.2504 - val_loss: 0.4184 - val_recall: 0.2672
Epoch 91/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4214 - recall: 0.2496 - val_loss: 0.4183 - val_recall: 0.2647
Epoch 92/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4212 - recall: 0.2471 - val_loss: 0.4178 - val_recall: 0.2623
Epoch 93/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4210 - recall: 0.2586 - val_loss: 0.4179 - val_recall: 0.2647
Epoch 94/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4207 - recall: 0.2422 - val_loss: 0.4175 - val_recall: 0.2598
Epoch 95/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4206 - recall: 0.2471 - val_loss: 0.4176 - val_recall: 0.2696
Epoch 96/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4204 - recall: 0.2480 - val_loss: 0.4172 - val_recall: 0.2598
Epoch 97/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4200 - recall: 0.2463 - val_loss: 0.4171 - val_recall: 0.2623
Epoch 98/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4199 - recall: 0.2463 - val_loss: 0.4170 - val_recall: 0.2696
Epoch 99/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4195 - recall: 0.2447 - val_loss: 0.4169 - val_recall: 0.2672
Epoch 100/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4193 - recall: 0.2447 - val_loss: 0.4165 - val_recall: 0.2574
Epoch 101/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.4191 - recall: 0.2439 - val_loss: 0.4166 - val_recall: 0.2672
Epoch 102/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4191 - recall: 0.2439 - val_loss: 0.4164 - val_recall: 0.2549
Epoch 103/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4185 - recall: 0.2537 - val_loss: 0.4163 - val_recall: 0.2647
Epoch 104/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4184 - recall: 0.2430 - val_loss: 0.4160 - val_recall: 0.2598
Epoch 105/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4181 - recall: 0.2447 - val_loss: 0.4158 - val_recall: 0.2525
Epoch 106/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4179 - recall: 0.2398 - val_loss: 0.4156 - val_recall: 0.2574
Epoch 107/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4174 - recall: 0.2422 - val_loss: 0.4157 - val_recall: 0.2598
Epoch 108/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4172 - recall: 0.2488 - val_loss: 0.4156 - val_recall: 0.2623
Epoch 109/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4170 - recall: 0.2520 - val_loss: 0.4152 - val_recall: 0.2549
Epoch 110/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4166 - recall: 0.2414 - val_loss: 0.4152 - val_recall: 0.2549
Epoch 111/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4163 - recall: 0.2447 - val_loss: 0.4150 - val_recall: 0.2598
Epoch 112/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4160 - recall: 0.2439 - val_loss: 0.4149 - val_recall: 0.2549
Epoch 113/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4160 - recall: 0.2324 - val_loss: 0.4147 - val_recall: 0.2647
Epoch 114/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4155 - recall: 0.2545 - val_loss: 0.4145 - val_recall: 0.2549
Epoch 115/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4150 - recall: 0.2439 - val_loss: 0.4142 - val_recall: 0.2598
Epoch 116/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4147 - recall: 0.2545 - val_loss: 0.4140 - val_recall: 0.2574
Epoch 117/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4146 - recall: 0.2390 - val_loss: 0.4139 - val_recall: 0.2598
Epoch 118/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4143 - recall: 0.2480 - val_loss: 0.4137 - val_recall: 0.2475
Epoch 119/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4139 - recall: 0.2471 - val_loss: 0.4135 - val_recall: 0.2549
Epoch 120/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4137 - recall: 0.2422 - val_loss: 0.4133 - val_recall: 0.2598
Epoch 121/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4132 - recall: 0.2537 - val_loss: 0.4132 - val_recall: 0.2525
Epoch 122/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4129 - recall: 0.2463 - val_loss: 0.4131 - val_recall: 0.2525
Epoch 123/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4128 - recall: 0.2447 - val_loss: 0.4126 - val_recall: 0.2574
Epoch 124/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4123 - recall: 0.2455 - val_loss: 0.4124 - val_recall: 0.2525
Epoch 125/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4119 - recall: 0.2520 - val_loss: 0.4122 - val_recall: 0.2525
Epoch 126/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4117 - recall: 0.2512 - val_loss: 0.4118 - val_recall: 0.2525
Epoch 127/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4114 - recall: 0.2488 - val_loss: 0.4116 - val_recall: 0.2598
Epoch 128/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4112 - recall: 0.2725 - val_loss: 0.4114 - val_recall: 0.2549
Epoch 129/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4106 - recall: 0.2520 - val_loss: 0.4108 - val_recall: 0.2623
Epoch 130/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4102 - recall: 0.2602 - val_loss: 0.4108 - val_recall: 0.2721
Epoch 131/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4098 - recall: 0.2651 - val_loss: 0.4103 - val_recall: 0.2672
Epoch 132/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4094 - recall: 0.2692 - val_loss: 0.4101 - val_recall: 0.2672
Epoch 133/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4091 - recall: 0.2750 - val_loss: 0.4093 - val_recall: 0.2721
Epoch 134/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4085 - recall: 0.2594 - val_loss: 0.4085 - val_recall: 0.2819
Epoch 135/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4077 - recall: 0.2807 - val_loss: 0.4077 - val_recall: 0.2794
Epoch 136/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4070 - recall: 0.2831 - val_loss: 0.4069 - val_recall: 0.2770
Epoch 137/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4063 - recall: 0.2774 - val_loss: 0.4059 - val_recall: 0.2819
Epoch 138/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4053 - recall: 0.2700 - val_loss: 0.4044 - val_recall: 0.2966
Epoch 139/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4037 - recall: 0.3167 - val_loss: 0.4033 - val_recall: 0.2917
Epoch 140/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4029 - recall: 0.2962 - val_loss: 0.4021 - val_recall: 0.2990
Epoch 141/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4014 - recall: 0.3093 - val_loss: 0.4013 - val_recall: 0.3088
Epoch 142/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4005 - recall: 0.3061 - val_loss: 0.4006 - val_recall: 0.3162
Epoch 143/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3995 - recall: 0.3273 - val_loss: 0.4000 - val_recall: 0.3137
Epoch 144/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3986 - recall: 0.3142 - val_loss: 0.3995 - val_recall: 0.3162
Epoch 145/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3980 - recall: 0.3175 - val_loss: 0.3992 - val_recall: 0.3137
Epoch 146/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3974 - recall: 0.3183 - val_loss: 0.3987 - val_recall: 0.3284
Epoch 147/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3966 - recall: 0.3290 - val_loss: 0.3982 - val_recall: 0.3113
Epoch 148/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3960 - recall: 0.3142 - val_loss: 0.3979 - val_recall: 0.3358
Epoch 149/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3956 - recall: 0.3290 - val_loss: 0.3975 - val_recall: 0.3088
Epoch 150/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3948 - recall: 0.3290 - val_loss: 0.3970 - val_recall: 0.3358
Epoch 151/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3943 - recall: 0.3249 - val_loss: 0.3969 - val_recall: 0.3284
Epoch 152/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3940 - recall: 0.3380 - val_loss: 0.3967 - val_recall: 0.2990
Epoch 153/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3935 - recall: 0.3290 - val_loss: 0.3962 - val_recall: 0.3284
Epoch 154/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3929 - recall: 0.3412 - val_loss: 0.3959 - val_recall: 0.3211
Epoch 155/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3928 - recall: 0.3216 - val_loss: 0.3957 - val_recall: 0.3358
Epoch 156/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3486 - val_loss: 0.3962 - val_recall: 0.2966
Epoch 157/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3921 - recall: 0.3347 - val_loss: 0.3953 - val_recall: 0.3309
Epoch 158/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3918 - recall: 0.3355 - val_loss: 0.3949 - val_recall: 0.3211
Epoch 159/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3911 - recall: 0.3347 - val_loss: 0.3949 - val_recall: 0.3235
Epoch 160/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3908 - recall: 0.3437 - val_loss: 0.3947 - val_recall: 0.3113
Epoch 161/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3905 - recall: 0.3404 - val_loss: 0.3945 - val_recall: 0.3186
Epoch 162/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3902 - recall: 0.3462 - val_loss: 0.3944 - val_recall: 0.3113
Epoch 163/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3900 - recall: 0.3363 - val_loss: 0.3938 - val_recall: 0.3284
Epoch 164/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3896 - recall: 0.3421 - val_loss: 0.3941 - val_recall: 0.3235
Epoch 165/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3894 - recall: 0.3396 - val_loss: 0.3938 - val_recall: 0.3309
Epoch 166/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3891 - recall: 0.3470 - val_loss: 0.3937 - val_recall: 0.3260
Epoch 167/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3888 - recall: 0.3462 - val_loss: 0.3937 - val_recall: 0.3137
Epoch 168/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3889 - recall: 0.3478 - val_loss: 0.3936 - val_recall: 0.3088
Epoch 169/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3883 - recall: 0.3404 - val_loss: 0.3933 - val_recall: 0.3186
Epoch 170/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3880 - recall: 0.3502 - val_loss: 0.3931 - val_recall: 0.3137
Epoch 171/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3879 - recall: 0.3380 - val_loss: 0.3929 - val_recall: 0.3309
Epoch 172/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3877 - recall: 0.3527 - val_loss: 0.3929 - val_recall: 0.3162
Epoch 173/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3873 - recall: 0.3470 - val_loss: 0.3927 - val_recall: 0.3162
Epoch 174/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3874 - recall: 0.3494 - val_loss: 0.3929 - val_recall: 0.3358
Epoch 175/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3869 - recall: 0.3535 - val_loss: 0.3931 - val_recall: 0.2990
Epoch 176/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3871 - recall: 0.3372 - val_loss: 0.3926 - val_recall: 0.3211
Epoch 177/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3866 - recall: 0.3552 - val_loss: 0.3921 - val_recall: 0.3186
Epoch 178/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3866 - recall: 0.3511 - val_loss: 0.3921 - val_recall: 0.3235
Epoch 179/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3864 - recall: 0.3527 - val_loss: 0.3921 - val_recall: 0.3162
Epoch 180/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3862 - recall: 0.3584 - val_loss: 0.3923 - val_recall: 0.3162
Epoch 181/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3863 - recall: 0.3437 - val_loss: 0.3920 - val_recall: 0.3431
Epoch 182/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3858 - recall: 0.3568 - val_loss: 0.3915 - val_recall: 0.3162
Epoch 183/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3855 - recall: 0.3543 - val_loss: 0.3918 - val_recall: 0.3235
Epoch 184/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3853 - recall: 0.3445 - val_loss: 0.3918 - val_recall: 0.3407
Epoch 185/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3850 - recall: 0.3633 - val_loss: 0.3914 - val_recall: 0.3137
Epoch 186/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3848 - recall: 0.3502 - val_loss: 0.3914 - val_recall: 0.3309
Epoch 187/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3847 - recall: 0.3584 - val_loss: 0.3915 - val_recall: 0.3088
Epoch 188/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3844 - recall: 0.3601 - val_loss: 0.3912 - val_recall: 0.3284
Epoch 189/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3842 - recall: 0.3576 - val_loss: 0.3912 - val_recall: 0.3137
Epoch 190/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3844 - recall: 0.3494 - val_loss: 0.3914 - val_recall: 0.3039
Epoch 191/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3840 - recall: 0.3543 - val_loss: 0.3907 - val_recall: 0.3260
Epoch 192/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3835 - recall: 0.3552 - val_loss: 0.3905 - val_recall: 0.3382
Epoch 193/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3837 - recall: 0.3576 - val_loss: 0.3907 - val_recall: 0.3211
Epoch 194/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3833 - recall: 0.3633 - val_loss: 0.3903 - val_recall: 0.3333
Epoch 195/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3832 - recall: 0.3592 - val_loss: 0.3904 - val_recall: 0.3382
Epoch 196/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3827 - recall: 0.3592 - val_loss: 0.3901 - val_recall: 0.3333
Epoch 197/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3827 - recall: 0.3674 - val_loss: 0.3897 - val_recall: 0.3358
Epoch 198/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3823 - recall: 0.3674 - val_loss: 0.3895 - val_recall: 0.3235
Epoch 199/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3822 - recall: 0.3576 - val_loss: 0.3894 - val_recall: 0.3407
Epoch 200/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3818 - recall: 0.3617 - val_loss: 0.3892 - val_recall: 0.3260
Epoch 201/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3816 - recall: 0.3682 - val_loss: 0.3888 - val_recall: 0.3211
Epoch 202/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3814 - recall: 0.3609 - val_loss: 0.3890 - val_recall: 0.3309
Epoch 203/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3811 - recall: 0.3674 - val_loss: 0.3884 - val_recall: 0.3333
Epoch 204/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3809 - recall: 0.3633 - val_loss: 0.3885 - val_recall: 0.3431
Epoch 205/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3808 - recall: 0.3666 - val_loss: 0.3879 - val_recall: 0.3309
Epoch 206/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3807 - recall: 0.3707 - val_loss: 0.3883 - val_recall: 0.3358
Epoch 207/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3801 - recall: 0.3691 - val_loss: 0.3881 - val_recall: 0.3260
Epoch 208/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3798 - recall: 0.3715 - val_loss: 0.3874 - val_recall: 0.3260
Epoch 209/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3797 - recall: 0.3674 - val_loss: 0.3878 - val_recall: 0.3186
Epoch 210/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3795 - recall: 0.3715 - val_loss: 0.3873 - val_recall: 0.3505
Epoch 211/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3794 - recall: 0.3740 - val_loss: 0.3869 - val_recall: 0.3211
Epoch 212/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3789 - recall: 0.3707 - val_loss: 0.3862 - val_recall: 0.3505
Epoch 213/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3787 - recall: 0.3740 - val_loss: 0.3860 - val_recall: 0.3235
Epoch 214/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3785 - recall: 0.3813 - val_loss: 0.3857 - val_recall: 0.3309
Epoch 215/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3779 - recall: 0.3642 - val_loss: 0.3849 - val_recall: 0.3554
Epoch 216/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3779 - recall: 0.3838 - val_loss: 0.3851 - val_recall: 0.3162
Epoch 217/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3773 - recall: 0.3797 - val_loss: 0.3831 - val_recall: 0.3431
Epoch 218/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3770 - recall: 0.3822 - val_loss: 0.3823 - val_recall: 0.3407
Epoch 219/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3760 - recall: 0.3789 - val_loss: 0.3819 - val_recall: 0.3480
Epoch 220/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3763 - recall: 0.3895 - val_loss: 0.3814 - val_recall: 0.3211
Epoch 221/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3748 - recall: 0.3871 - val_loss: 0.3796 - val_recall: 0.3701
Epoch 222/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3742 - recall: 0.3961 - val_loss: 0.3777 - val_recall: 0.3407
Epoch 223/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3732 - recall: 0.3936 - val_loss: 0.3768 - val_recall: 0.3431
Epoch 224/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3721 - recall: 0.3961 - val_loss: 0.3745 - val_recall: 0.3824
Epoch 225/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3719 - recall: 0.4010 - val_loss: 0.3744 - val_recall: 0.3456
Epoch 226/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3706 - recall: 0.4026 - val_loss: 0.3726 - val_recall: 0.3750
Epoch 227/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3707 - recall: 0.3920 - val_loss: 0.3718 - val_recall: 0.4044
Epoch 228/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3688 - recall: 0.3903 - val_loss: 0.3708 - val_recall: 0.3725
Epoch 229/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3680 - recall: 0.4149 - val_loss: 0.3712 - val_recall: 0.3554
Epoch 230/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3675 - recall: 0.4067 - val_loss: 0.3700 - val_recall: 0.3554
Epoch 231/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3664 - recall: 0.4026 - val_loss: 0.3696 - val_recall: 0.3431
Epoch 232/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3657 - recall: 0.3961 - val_loss: 0.3679 - val_recall: 0.3873
Epoch 233/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3647 - recall: 0.4157 - val_loss: 0.3687 - val_recall: 0.3431
Epoch 234/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3642 - recall: 0.3953 - val_loss: 0.3666 - val_recall: 0.3922
Epoch 235/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3635 - recall: 0.4157 - val_loss: 0.3661 - val_recall: 0.3775
Epoch 236/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3626 - recall: 0.4018 - val_loss: 0.3660 - val_recall: 0.4191
Epoch 237/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3628 - recall: 0.4075 - val_loss: 0.3644 - val_recall: 0.4020
Epoch 238/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3618 - recall: 0.4173 - val_loss: 0.3644 - val_recall: 0.3971
Epoch 239/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3609 - recall: 0.4100 - val_loss: 0.3640 - val_recall: 0.3725
Epoch 240/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3604 - recall: 0.4108 - val_loss: 0.3632 - val_recall: 0.3775
Epoch 241/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3600 - recall: 0.4182 - val_loss: 0.3637 - val_recall: 0.3456
Epoch 242/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3599 - recall: 0.4059 - val_loss: 0.3627 - val_recall: 0.3529
Epoch 243/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3591 - recall: 0.4239 - val_loss: 0.3606 - val_recall: 0.4020
Epoch 244/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3588 - recall: 0.4108 - val_loss: 0.3598 - val_recall: 0.4044
Epoch 245/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3580 - recall: 0.4182 - val_loss: 0.3605 - val_recall: 0.3824
Epoch 246/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3574 - recall: 0.4157 - val_loss: 0.3588 - val_recall: 0.4044
Epoch 247/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3570 - recall: 0.4264 - val_loss: 0.3590 - val_recall: 0.3873
Epoch 248/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3568 - recall: 0.4165 - val_loss: 0.3579 - val_recall: 0.3897
Epoch 249/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3561 - recall: 0.4264 - val_loss: 0.3577 - val_recall: 0.3897
Epoch 250/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3560 - recall: 0.4173 - val_loss: 0.3569 - val_recall: 0.3946
Epoch 251/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3562 - recall: 0.4108 - val_loss: 0.3577 - val_recall: 0.3652
Epoch 252/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3560 - recall: 0.4264 - val_loss: 0.3558 - val_recall: 0.3995
Epoch 253/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3553 - recall: 0.4255 - val_loss: 0.3560 - val_recall: 0.4314
Epoch 254/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3547 - recall: 0.4264 - val_loss: 0.3557 - val_recall: 0.3824
Epoch 255/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3544 - recall: 0.4304 - val_loss: 0.3549 - val_recall: 0.3824
Epoch 256/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3538 - recall: 0.4206 - val_loss: 0.3543 - val_recall: 0.4044
Epoch 257/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3533 - recall: 0.4362 - val_loss: 0.3576 - val_recall: 0.3333
Epoch 258/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3539 - recall: 0.4206 - val_loss: 0.3540 - val_recall: 0.4314
Epoch 259/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3533 - recall: 0.4321 - val_loss: 0.3534 - val_recall: 0.4240
Epoch 260/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3529 - recall: 0.4370 - val_loss: 0.3539 - val_recall: 0.3824
Epoch 261/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3524 - recall: 0.4394 - val_loss: 0.3533 - val_recall: 0.3775
Epoch 262/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3525 - recall: 0.4272 - val_loss: 0.3523 - val_recall: 0.3946
Epoch 263/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3523 - recall: 0.4337 - val_loss: 0.3526 - val_recall: 0.3971
Epoch 264/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3518 - recall: 0.4386 - val_loss: 0.3521 - val_recall: 0.4020
Epoch 265/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3515 - recall: 0.4435 - val_loss: 0.3518 - val_recall: 0.4167
Epoch 266/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3515 - recall: 0.4394 - val_loss: 0.3513 - val_recall: 0.4069
Epoch 267/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3510 - recall: 0.4460 - val_loss: 0.3529 - val_recall: 0.3603
Epoch 268/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3510 - recall: 0.4386 - val_loss: 0.3510 - val_recall: 0.4093
Epoch 269/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3505 - recall: 0.4403 - val_loss: 0.3498 - val_recall: 0.4314
Epoch 270/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3503 - recall: 0.4534 - val_loss: 0.3521 - val_recall: 0.3946
Epoch 271/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3500 - recall: 0.4550 - val_loss: 0.3509 - val_recall: 0.3848
Epoch 272/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3499 - recall: 0.4321 - val_loss: 0.3492 - val_recall: 0.4510
Epoch 273/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3511 - recall: 0.4493 - val_loss: 0.3503 - val_recall: 0.4730
Epoch 274/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3505 - recall: 0.4615 - val_loss: 0.3494 - val_recall: 0.4216
Epoch 275/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3490 - recall: 0.4476 - val_loss: 0.3487 - val_recall: 0.4142
Epoch 276/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3485 - recall: 0.4640 - val_loss: 0.3495 - val_recall: 0.3848
Epoch 277/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3481 - recall: 0.4362 - val_loss: 0.3493 - val_recall: 0.4632
Epoch 278/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3493 - recall: 0.4599 - val_loss: 0.3476 - val_recall: 0.4265
Epoch 279/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3480 - recall: 0.4591 - val_loss: 0.3482 - val_recall: 0.4020
Epoch 280/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3476 - recall: 0.4517 - val_loss: 0.3479 - val_recall: 0.4044
Epoch 281/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3475 - recall: 0.4550 - val_loss: 0.3474 - val_recall: 0.4412
Epoch 282/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3481 - recall: 0.4591 - val_loss: 0.3469 - val_recall: 0.4485
Epoch 283/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3477 - recall: 0.4607 - val_loss: 0.3473 - val_recall: 0.4093
Epoch 284/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3470 - recall: 0.4501 - val_loss: 0.3472 - val_recall: 0.4363
Epoch 285/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3466 - recall: 0.4689 - val_loss: 0.3474 - val_recall: 0.3824
Epoch 286/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3469 - recall: 0.4566 - val_loss: 0.3470 - val_recall: 0.4069
Epoch 287/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3468 - recall: 0.4558 - val_loss: 0.3461 - val_recall: 0.4363
Epoch 288/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3463 - recall: 0.4558 - val_loss: 0.3466 - val_recall: 0.4167
Epoch 289/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3459 - recall: 0.4607 - val_loss: 0.3459 - val_recall: 0.4485
Epoch 290/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3457 - recall: 0.4656 - val_loss: 0.3470 - val_recall: 0.3897
Epoch 291/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3455 - recall: 0.4550 - val_loss: 0.3453 - val_recall: 0.4387
Epoch 292/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3459 - recall: 0.4697 - val_loss: 0.3452 - val_recall: 0.4289
Epoch 293/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3458 - recall: 0.4722 - val_loss: 0.3453 - val_recall: 0.4167
Epoch 294/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3457 - recall: 0.4624 - val_loss: 0.3461 - val_recall: 0.3971
Epoch 295/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3463 - recall: 0.4607 - val_loss: 0.3450 - val_recall: 0.4314
Epoch 296/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3451 - recall: 0.4525 - val_loss: 0.3453 - val_recall: 0.4363
Epoch 297/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3449 - recall: 0.4714 - val_loss: 0.3448 - val_recall: 0.4069
Epoch 298/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3448 - recall: 0.4681 - val_loss: 0.3466 - val_recall: 0.3824
Epoch 299/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3453 - recall: 0.4476 - val_loss: 0.3448 - val_recall: 0.4044
Epoch 300/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3448 - recall: 0.4714 - val_loss: 0.3445 - val_recall: 0.4020
Epoch 301/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3442 - recall: 0.4763 - val_loss: 0.3453 - val_recall: 0.3873
Epoch 302/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3445 - recall: 0.4583 - val_loss: 0.3446 - val_recall: 0.4020
Epoch 303/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3442 - recall: 0.4648 - val_loss: 0.3442 - val_recall: 0.4020
Epoch 304/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3438 - recall: 0.4591 - val_loss: 0.3432 - val_recall: 0.4706
Epoch 305/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3441 - recall: 0.4804 - val_loss: 0.3441 - val_recall: 0.3995
Epoch 306/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3439 - recall: 0.4820 - val_loss: 0.3446 - val_recall: 0.3848
Epoch 307/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3440 - recall: 0.4615 - val_loss: 0.3428 - val_recall: 0.4412
Epoch 308/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3436 - recall: 0.4664 - val_loss: 0.3432 - val_recall: 0.4314
Epoch 309/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3436 - recall: 0.4722 - val_loss: 0.3431 - val_recall: 0.4216
Epoch 310/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3435 - recall: 0.4673 - val_loss: 0.3433 - val_recall: 0.3971
Epoch 311/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3431 - recall: 0.4632 - val_loss: 0.3427 - val_recall: 0.4142
Epoch 312/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3431 - recall: 0.4763 - val_loss: 0.3425 - val_recall: 0.4412
Epoch 313/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3431 - recall: 0.4583 - val_loss: 0.3426 - val_recall: 0.4730
Epoch 314/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3437 - recall: 0.4607 - val_loss: 0.3422 - val_recall: 0.4681
Epoch 315/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3430 - recall: 0.4853 - val_loss: 0.3427 - val_recall: 0.4142
Epoch 316/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3429 - recall: 0.4722 - val_loss: 0.3436 - val_recall: 0.3873
Epoch 317/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3427 - recall: 0.4746 - val_loss: 0.3426 - val_recall: 0.4265
Epoch 318/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3427 - recall: 0.4664 - val_loss: 0.3423 - val_recall: 0.4191
Epoch 319/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3423 - recall: 0.4714 - val_loss: 0.3419 - val_recall: 0.4167
Epoch 320/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3423 - recall: 0.4746 - val_loss: 0.3416 - val_recall: 0.4436
Epoch 321/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3422 - recall: 0.4705 - val_loss: 0.3430 - val_recall: 0.3971
Epoch 322/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3423 - recall: 0.4664 - val_loss: 0.3418 - val_recall: 0.4779
Epoch 323/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3422 - recall: 0.4746 - val_loss: 0.3421 - val_recall: 0.4118
Epoch 324/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3424 - recall: 0.4722 - val_loss: 0.3413 - val_recall: 0.4510
Epoch 325/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3419 - recall: 0.4722 - val_loss: 0.3412 - val_recall: 0.4167
Epoch 326/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3419 - recall: 0.4640 - val_loss: 0.3415 - val_recall: 0.4216
Epoch 327/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3419 - recall: 0.4664 - val_loss: 0.3413 - val_recall: 0.4314
Epoch 328/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3416 - recall: 0.4779 - val_loss: 0.3415 - val_recall: 0.4387
Epoch 329/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3415 - recall: 0.4681 - val_loss: 0.3410 - val_recall: 0.4338
Epoch 330/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3418 - recall: 0.4697 - val_loss: 0.3414 - val_recall: 0.4142
Epoch 331/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3417 - recall: 0.4771 - val_loss: 0.3407 - val_recall: 0.4191
Epoch 332/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3410 - recall: 0.4722 - val_loss: 0.3413 - val_recall: 0.4044
Epoch 333/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3414 - recall: 0.4755 - val_loss: 0.3412 - val_recall: 0.4240
Epoch 334/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3410 - recall: 0.4779 - val_loss: 0.3407 - val_recall: 0.4436
Epoch 335/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3405 - recall: 0.4771 - val_loss: 0.3415 - val_recall: 0.4044
Epoch 336/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3410 - recall: 0.4771 - val_loss: 0.3410 - val_recall: 0.4069
Epoch 337/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3407 - recall: 0.4730 - val_loss: 0.3410 - val_recall: 0.4069
Epoch 338/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3404 - recall: 0.4787 - val_loss: 0.3405 - val_recall: 0.4436
Epoch 339/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3405 - recall: 0.4746 - val_loss: 0.3406 - val_recall: 0.4363
Epoch 340/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3405 - recall: 0.4779 - val_loss: 0.3417 - val_recall: 0.3946
Epoch 341/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3407 - recall: 0.4755 - val_loss: 0.3400 - val_recall: 0.4559
Epoch 342/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3402 - recall: 0.4828 - val_loss: 0.3401 - val_recall: 0.4191
Epoch 343/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3403 - recall: 0.4673 - val_loss: 0.3407 - val_recall: 0.4485
Epoch 344/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3406 - recall: 0.4714 - val_loss: 0.3407 - val_recall: 0.4118
Epoch 345/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3401 - recall: 0.4853 - val_loss: 0.3404 - val_recall: 0.4216
Epoch 346/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3401 - recall: 0.4812 - val_loss: 0.3403 - val_recall: 0.4412
Epoch 347/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3402 - recall: 0.4763 - val_loss: 0.3411 - val_recall: 0.3946
Epoch 348/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3401 - recall: 0.4836 - val_loss: 0.3395 - val_recall: 0.4387
Epoch 349/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3402 - recall: 0.4689 - val_loss: 0.3399 - val_recall: 0.4510
Epoch 350/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3409 - recall: 0.4738 - val_loss: 0.3405 - val_recall: 0.4657
Epoch 351/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3403 - recall: 0.4845 - val_loss: 0.3396 - val_recall: 0.4314
Epoch 352/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3397 - recall: 0.4755 - val_loss: 0.3398 - val_recall: 0.4510
Epoch 353/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3399 - recall: 0.4845 - val_loss: 0.3405 - val_recall: 0.4044
Epoch 354/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3396 - recall: 0.4705 - val_loss: 0.3395 - val_recall: 0.4265
Epoch 355/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3399 - recall: 0.4771 - val_loss: 0.3400 - val_recall: 0.4387
Epoch 356/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3402 - recall: 0.4787 - val_loss: 0.3392 - val_recall: 0.4657
Epoch 357/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3398 - recall: 0.4804 - val_loss: 0.3395 - val_recall: 0.4657
Epoch 358/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3398 - recall: 0.4755 - val_loss: 0.3399 - val_recall: 0.4142
Epoch 359/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3392 - recall: 0.4861 - val_loss: 0.3401 - val_recall: 0.4069
Epoch 360/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3395 - recall: 0.4836 - val_loss: 0.3393 - val_recall: 0.4240
Epoch 361/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3392 - recall: 0.4771 - val_loss: 0.3395 - val_recall: 0.4510
Epoch 362/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3399 - recall: 0.4730 - val_loss: 0.3403 - val_recall: 0.4167
Epoch 363/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3393 - recall: 0.4828 - val_loss: 0.3395 - val_recall: 0.4118
Epoch 364/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3391 - recall: 0.4763 - val_loss: 0.3391 - val_recall: 0.4657
Epoch 365/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3389 - recall: 0.4795 - val_loss: 0.3395 - val_recall: 0.4314
Epoch 366/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3390 - recall: 0.4836 - val_loss: 0.3404 - val_recall: 0.3995
Epoch 367/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3391 - recall: 0.4763 - val_loss: 0.3396 - val_recall: 0.4167
Epoch 368/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3393 - recall: 0.4845 - val_loss: 0.3407 - val_recall: 0.3971
Epoch 369/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3394 - recall: 0.4714 - val_loss: 0.3403 - val_recall: 0.4044
Epoch 370/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3389 - recall: 0.4828 - val_loss: 0.3394 - val_recall: 0.4338
Epoch 371/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3387 - recall: 0.4795 - val_loss: 0.3391 - val_recall: 0.4755
Epoch 372/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3396 - recall: 0.4877 - val_loss: 0.3401 - val_recall: 0.4044
Epoch 373/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3386 - recall: 0.4730 - val_loss: 0.3387 - val_recall: 0.4559
Epoch 374/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3388 - recall: 0.4885 - val_loss: 0.3400 - val_recall: 0.4044
Epoch 375/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3392 - recall: 0.4828 - val_loss: 0.3395 - val_recall: 0.4093
Epoch 376/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3392 - recall: 0.4689 - val_loss: 0.3392 - val_recall: 0.4265
Epoch 377/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3389 - recall: 0.4853 - val_loss: 0.3397 - val_recall: 0.4044
Epoch 378/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3387 - recall: 0.4804 - val_loss: 0.3393 - val_recall: 0.4265
Epoch 379/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3383 - recall: 0.4828 - val_loss: 0.3389 - val_recall: 0.4461
Epoch 380/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3385 - recall: 0.4763 - val_loss: 0.3386 - val_recall: 0.4583
Epoch 381/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3386 - recall: 0.4845 - val_loss: 0.3399 - val_recall: 0.4167
Epoch 382/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3382 - recall: 0.4730 - val_loss: 0.3388 - val_recall: 0.4510
Epoch 383/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3383 - recall: 0.4853 - val_loss: 0.3386 - val_recall: 0.4387
Epoch 384/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3382 - recall: 0.4755 - val_loss: 0.3383 - val_recall: 0.4412
Epoch 385/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3385 - recall: 0.4861 - val_loss: 0.3382 - val_recall: 0.4436
Epoch 386/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3384 - recall: 0.4828 - val_loss: 0.3393 - val_recall: 0.4167
Epoch 387/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3382 - recall: 0.4779 - val_loss: 0.3382 - val_recall: 0.4681
Epoch 388/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3385 - recall: 0.4820 - val_loss: 0.3386 - val_recall: 0.4314
Epoch 389/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3381 - recall: 0.4853 - val_loss: 0.3451 - val_recall: 0.3554
Epoch 390/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3397 - recall: 0.4697 - val_loss: 0.3390 - val_recall: 0.4363
Epoch 391/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3382 - recall: 0.4738 - val_loss: 0.3387 - val_recall: 0.4412
Epoch 392/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3382 - recall: 0.4869 - val_loss: 0.3385 - val_recall: 0.4289
Epoch 393/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3385 - recall: 0.4714 - val_loss: 0.3389 - val_recall: 0.4828
Epoch 394/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3382 - recall: 0.4820 - val_loss: 0.3386 - val_recall: 0.4461
Epoch 395/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3382 - recall: 0.4787 - val_loss: 0.3391 - val_recall: 0.4363
Epoch 396/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3382 - recall: 0.4869 - val_loss: 0.3379 - val_recall: 0.4265
Epoch 397/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3379 - recall: 0.4722 - val_loss: 0.3385 - val_recall: 0.4853
Epoch 398/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3378 - recall: 0.4918 - val_loss: 0.3405 - val_recall: 0.3971
Epoch 399/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3385 - recall: 0.4763 - val_loss: 0.3374 - val_recall: 0.4632
Epoch 400/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3384 - recall: 0.4664 - val_loss: 0.3385 - val_recall: 0.4338
Epoch 401/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3381 - recall: 0.4861 - val_loss: 0.3405 - val_recall: 0.3995
Epoch 402/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3379 - recall: 0.4787 - val_loss: 0.3379 - val_recall: 0.4559
Epoch 403/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3380 - recall: 0.4812 - val_loss: 0.3383 - val_recall: 0.4779
Epoch 404/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3377 - recall: 0.4812 - val_loss: 0.3378 - val_recall: 0.4436
Epoch 405/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3381 - recall: 0.4828 - val_loss: 0.3387 - val_recall: 0.4216
Epoch 406/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3374 - recall: 0.4853 - val_loss: 0.3388 - val_recall: 0.4118
Epoch 407/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3374 - recall: 0.4845 - val_loss: 0.3381 - val_recall: 0.4412
Epoch 408/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3373 - recall: 0.4730 - val_loss: 0.3375 - val_recall: 0.4534
Epoch 409/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3378 - recall: 0.4902 - val_loss: 0.3385 - val_recall: 0.4216
Epoch 410/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3375 - recall: 0.4746 - val_loss: 0.3377 - val_recall: 0.4583
Epoch 411/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3374 - recall: 0.4918 - val_loss: 0.3397 - val_recall: 0.4069
Epoch 412/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4763 - val_loss: 0.3379 - val_recall: 0.4657
Epoch 413/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4853 - val_loss: 0.3379 - val_recall: 0.4338
Epoch 414/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4828 - val_loss: 0.3395 - val_recall: 0.4118
Epoch 415/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3372 - recall: 0.4795 - val_loss: 0.3379 - val_recall: 0.4510
Epoch 416/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3375 - recall: 0.4771 - val_loss: 0.3383 - val_recall: 0.4779
Epoch 417/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3372 - recall: 0.4804 - val_loss: 0.3387 - val_recall: 0.4265
Epoch 418/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4812 - val_loss: 0.3384 - val_recall: 0.4289
Epoch 419/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3370 - recall: 0.4877 - val_loss: 0.3399 - val_recall: 0.4020
Epoch 420/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3371 - recall: 0.4656 - val_loss: 0.3386 - val_recall: 0.4632
Epoch 421/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3374 - recall: 0.4779 - val_loss: 0.3385 - val_recall: 0.4314
Epoch 422/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4926 - val_loss: 0.3394 - val_recall: 0.4093
Epoch 423/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3372 - recall: 0.4828 - val_loss: 0.3379 - val_recall: 0.4632
Epoch 424/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3372 - recall: 0.4845 - val_loss: 0.3372 - val_recall: 0.4583
Epoch 425/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4755 - val_loss: 0.3385 - val_recall: 0.4534
Epoch 426/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3367 - recall: 0.4902 - val_loss: 0.3391 - val_recall: 0.4167
Epoch 427/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3368 - recall: 0.4787 - val_loss: 0.3387 - val_recall: 0.4167
Epoch 428/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3369 - recall: 0.4738 - val_loss: 0.3381 - val_recall: 0.4412
Epoch 429/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3371 - recall: 0.4935 - val_loss: 0.3392 - val_recall: 0.4142
Epoch 430/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3369 - recall: 0.4722 - val_loss: 0.3376 - val_recall: 0.4485
Epoch 431/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3366 - recall: 0.4820 - val_loss: 0.3388 - val_recall: 0.4240
Epoch 432/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3364 - recall: 0.4894 - val_loss: 0.3383 - val_recall: 0.4338
Epoch 433/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3367 - recall: 0.4763 - val_loss: 0.3379 - val_recall: 0.4828
Epoch 434/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3366 - recall: 0.4853 - val_loss: 0.3386 - val_recall: 0.4289
Epoch 435/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3366 - recall: 0.4795 - val_loss: 0.3388 - val_recall: 0.4265
Epoch 436/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3364 - recall: 0.4763 - val_loss: 0.3381 - val_recall: 0.4510
Epoch 437/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3365 - recall: 0.4885 - val_loss: 0.3393 - val_recall: 0.4118
Epoch 438/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3365 - recall: 0.4795 - val_loss: 0.3395 - val_recall: 0.4265
Epoch 439/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3362 - recall: 0.4894 - val_loss: 0.3378 - val_recall: 0.4485
Epoch 440/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4722 - val_loss: 0.3384 - val_recall: 0.4877
Epoch 441/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4869 - val_loss: 0.3427 - val_recall: 0.3848
Epoch 442/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3365 - recall: 0.4705 - val_loss: 0.3389 - val_recall: 0.4485
Epoch 443/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3360 - recall: 0.4902 - val_loss: 0.3393 - val_recall: 0.4191
Epoch 444/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3363 - recall: 0.4812 - val_loss: 0.3400 - val_recall: 0.4191
Epoch 445/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3362 - recall: 0.4812 - val_loss: 0.3391 - val_recall: 0.4289
Epoch 446/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3361 - recall: 0.4845 - val_loss: 0.3392 - val_recall: 0.4289
Epoch 447/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3361 - recall: 0.4746 - val_loss: 0.3385 - val_recall: 0.4926
Epoch 448/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3362 - recall: 0.4902 - val_loss: 0.3390 - val_recall: 0.4436
Epoch 449/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4804 - val_loss: 0.3393 - val_recall: 0.4338
Epoch 450/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4828 - val_loss: 0.3389 - val_recall: 0.4657
Epoch 451/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3361 - recall: 0.4771 - val_loss: 0.3393 - val_recall: 0.4167
Epoch 452/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.4910 - val_loss: 0.3398 - val_recall: 0.4191
Epoch 453/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3361 - recall: 0.4853 - val_loss: 0.3409 - val_recall: 0.4142
Epoch 454/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3357 - recall: 0.4787 - val_loss: 0.3384 - val_recall: 0.4804
Epoch 455/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4828 - val_loss: 0.3387 - val_recall: 0.4681
Epoch 456/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3358 - recall: 0.4877 - val_loss: 0.3397 - val_recall: 0.4338
Epoch 457/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3358 - recall: 0.4787 - val_loss: 0.3408 - val_recall: 0.4069
Epoch 458/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3358 - recall: 0.4828 - val_loss: 0.3391 - val_recall: 0.4583
Epoch 459/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3359 - recall: 0.4845 - val_loss: 0.3387 - val_recall: 0.4461
Epoch 460/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3359 - recall: 0.4861 - val_loss: 0.3392 - val_recall: 0.4412
Epoch 461/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4705 - val_loss: 0.3386 - val_recall: 0.4779
Epoch 462/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3361 - recall: 0.4763 - val_loss: 0.3392 - val_recall: 0.4951
Epoch 463/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3361 - recall: 0.4845 - val_loss: 0.3388 - val_recall: 0.4583
Epoch 464/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.4836 - val_loss: 0.3388 - val_recall: 0.4706
Epoch 465/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3354 - recall: 0.4779 - val_loss: 0.3387 - val_recall: 0.4608
Epoch 466/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.4918 - val_loss: 0.3390 - val_recall: 0.4706
Epoch 467/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3354 - recall: 0.4820 - val_loss: 0.3391 - val_recall: 0.4730
Epoch 468/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3353 - recall: 0.4861 - val_loss: 0.3395 - val_recall: 0.4314
Epoch 469/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3356 - recall: 0.4795 - val_loss: 0.3410 - val_recall: 0.4142
Epoch 470/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3351 - recall: 0.4861 - val_loss: 0.3388 - val_recall: 0.4877
Epoch 471/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4828 - val_loss: 0.3404 - val_recall: 0.4240
Epoch 472/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3353 - recall: 0.4804 - val_loss: 0.3400 - val_recall: 0.4216
Epoch 473/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3353 - recall: 0.4861 - val_loss: 0.3395 - val_recall: 0.4559
Epoch 474/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3351 - recall: 0.4885 - val_loss: 0.3390 - val_recall: 0.4387
Epoch 475/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3350 - recall: 0.4828 - val_loss: 0.3398 - val_recall: 0.4240
Epoch 476/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3354 - recall: 0.4828 - val_loss: 0.3394 - val_recall: 0.4559
Epoch 477/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3350 - recall: 0.4763 - val_loss: 0.3398 - val_recall: 0.4461
Epoch 478/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3351 - recall: 0.4894 - val_loss: 0.3398 - val_recall: 0.4436
Epoch 479/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3349 - recall: 0.4812 - val_loss: 0.3400 - val_recall: 0.4265
Epoch 480/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3349 - recall: 0.4714 - val_loss: 0.3396 - val_recall: 0.4877
Epoch 481/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3349 - recall: 0.4845 - val_loss: 0.3394 - val_recall: 0.4583
Epoch 482/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3349 - recall: 0.4861 - val_loss: 0.3405 - val_recall: 0.4289
Epoch 483/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3352 - recall: 0.4812 - val_loss: 0.3401 - val_recall: 0.4804
Epoch 484/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.4828 - val_loss: 0.3402 - val_recall: 0.4338
Epoch 485/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3349 - recall: 0.4795 - val_loss: 0.3399 - val_recall: 0.4608
Epoch 486/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3345 - recall: 0.4853 - val_loss: 0.3399 - val_recall: 0.4363
Epoch 487/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3348 - recall: 0.4779 - val_loss: 0.3407 - val_recall: 0.4216
Epoch 488/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3348 - recall: 0.4894 - val_loss: 0.3400 - val_recall: 0.4608
Epoch 489/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3348 - recall: 0.4795 - val_loss: 0.3413 - val_recall: 0.4191
Epoch 490/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4755 - val_loss: 0.3400 - val_recall: 0.4485
Epoch 491/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.4787 - val_loss: 0.3410 - val_recall: 0.4314
Epoch 492/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3347 - recall: 0.4910 - val_loss: 0.3407 - val_recall: 0.4240
Epoch 493/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4697 - val_loss: 0.3402 - val_recall: 0.4902
Epoch 494/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3344 - recall: 0.4853 - val_loss: 0.3408 - val_recall: 0.4265
Epoch 495/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4951 - val_loss: 0.3419 - val_recall: 0.4191
Epoch 496/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3349 - recall: 0.4664 - val_loss: 0.3406 - val_recall: 0.4828
Epoch 497/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3344 - recall: 0.4755 - val_loss: 0.3404 - val_recall: 0.4534
Epoch 498/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3349 - recall: 0.4853 - val_loss: 0.3402 - val_recall: 0.4853
Epoch 499/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3348 - recall: 0.4869 - val_loss: 0.3406 - val_recall: 0.4608
Epoch 500/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3344 - recall: 0.4771 - val_loss: 0.3398 - val_recall: 0.4853
Epoch 501/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3347 - recall: 0.4836 - val_loss: 0.3411 - val_recall: 0.4412
Epoch 502/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3345 - recall: 0.4853 - val_loss: 0.3400 - val_recall: 0.4730
Epoch 503/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3344 - recall: 0.4812 - val_loss: 0.3407 - val_recall: 0.4559
Epoch 504/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4820 - val_loss: 0.3405 - val_recall: 0.4559
Epoch 505/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3344 - recall: 0.4812 - val_loss: 0.3403 - val_recall: 0.4510
Epoch 506/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3345 - recall: 0.4877 - val_loss: 0.3438 - val_recall: 0.4020
Epoch 507/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3348 - recall: 0.4845 - val_loss: 0.3416 - val_recall: 0.4289
Epoch 508/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3344 - recall: 0.4714 - val_loss: 0.3407 - val_recall: 0.4877
Epoch 509/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3342 - recall: 0.4861 - val_loss: 0.3402 - val_recall: 0.4583
Epoch 510/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3343 - recall: 0.4885 - val_loss: 0.3437 - val_recall: 0.4044
Epoch 511/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3349 - recall: 0.4746 - val_loss: 0.3415 - val_recall: 0.4289
Epoch 512/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4836 - val_loss: 0.3411 - val_recall: 0.4314
Epoch 513/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4828 - val_loss: 0.3406 - val_recall: 0.4412
Epoch 514/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4779 - val_loss: 0.3408 - val_recall: 0.4436
Epoch 515/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.4885 - val_loss: 0.3405 - val_recall: 0.4559
Epoch 516/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4926 - val_loss: 0.3416 - val_recall: 0.4387
Epoch 517/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4722 - val_loss: 0.3406 - val_recall: 0.4485
Epoch 518/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3338 - recall: 0.4935 - val_loss: 0.3420 - val_recall: 0.4363
Epoch 519/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3341 - recall: 0.4746 - val_loss: 0.3404 - val_recall: 0.4730
Epoch 520/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3339 - recall: 0.4853 - val_loss: 0.3409 - val_recall: 0.4436
Epoch 521/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4795 - val_loss: 0.3416 - val_recall: 0.4314
Epoch 522/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3339 - recall: 0.4795 - val_loss: 0.3402 - val_recall: 0.4755
Epoch 523/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4828 - val_loss: 0.3406 - val_recall: 0.4755
Epoch 524/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3345 - recall: 0.4894 - val_loss: 0.3430 - val_recall: 0.4167
Epoch 525/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4812 - val_loss: 0.3422 - val_recall: 0.4240
Epoch 526/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3339 - recall: 0.4738 - val_loss: 0.3404 - val_recall: 0.4779
Epoch 527/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3339 - recall: 0.4869 - val_loss: 0.3414 - val_recall: 0.4387
Epoch 528/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3335 - recall: 0.4828 - val_loss: 0.3404 - val_recall: 0.4779
Epoch 529/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4951 - val_loss: 0.3424 - val_recall: 0.4167
Epoch 530/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4746 - val_loss: 0.3409 - val_recall: 0.4828
Epoch 531/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3339 - recall: 0.4853 - val_loss: 0.3410 - val_recall: 0.4412
Epoch 532/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4861 - val_loss: 0.3407 - val_recall: 0.4681
Epoch 533/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3341 - recall: 0.4820 - val_loss: 0.3403 - val_recall: 0.4657
Epoch 534/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3339 - recall: 0.4755 - val_loss: 0.3404 - val_recall: 0.4804
Epoch 535/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3337 - recall: 0.4910 - val_loss: 0.3412 - val_recall: 0.4412
Epoch 536/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.4877 - val_loss: 0.3408 - val_recall: 0.4657
Epoch 537/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4926 - val_loss: 0.3419 - val_recall: 0.4216
Epoch 538/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4812 - val_loss: 0.3413 - val_recall: 0.4363
Epoch 539/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.4853 - val_loss: 0.3412 - val_recall: 0.4387
Epoch 540/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3335 - recall: 0.4755 - val_loss: 0.3412 - val_recall: 0.4436
Epoch 541/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3339 - recall: 0.4853 - val_loss: 0.3403 - val_recall: 0.4657
Epoch 542/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4984 - val_loss: 0.3430 - val_recall: 0.4142
Epoch 543/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3338 - recall: 0.4828 - val_loss: 0.3411 - val_recall: 0.4412
Epoch 544/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3338 - recall: 0.4763 - val_loss: 0.3410 - val_recall: 0.4485
Epoch 545/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3339 - recall: 0.4795 - val_loss: 0.3406 - val_recall: 0.4828
Epoch 546/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3338 - recall: 0.4894 - val_loss: 0.3421 - val_recall: 0.4216
Epoch 547/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4861 - val_loss: 0.3441 - val_recall: 0.3971
Epoch 548/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3347 - recall: 0.4787 - val_loss: 0.3426 - val_recall: 0.4118
Epoch 549/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3337 - recall: 0.4779 - val_loss: 0.3410 - val_recall: 0.4583
Epoch 550/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3339 - recall: 0.4861 - val_loss: 0.3447 - val_recall: 0.3971
Epoch 551/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3353 - recall: 0.4738 - val_loss: 0.3432 - val_recall: 0.4069
Epoch 552/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.4804 - val_loss: 0.3417 - val_recall: 0.4216
Epoch 553/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3333 - recall: 0.4836 - val_loss: 0.3410 - val_recall: 0.4730
Epoch 554/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4943 - val_loss: 0.3424 - val_recall: 0.4191
Epoch 555/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3342 - recall: 0.4722 - val_loss: 0.3403 - val_recall: 0.4804
Epoch 556/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4836 - val_loss: 0.3416 - val_recall: 0.4265
Epoch 557/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4836 - val_loss: 0.3409 - val_recall: 0.4681
Epoch 558/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4845 - val_loss: 0.3405 - val_recall: 0.4608
Epoch 559/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4918 - val_loss: 0.3419 - val_recall: 0.4191
Epoch 560/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3336 - recall: 0.4812 - val_loss: 0.3416 - val_recall: 0.4412
Epoch 561/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4812 - val_loss: 0.3413 - val_recall: 0.4412
Epoch 562/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3335 - recall: 0.4853 - val_loss: 0.3407 - val_recall: 0.4755
Epoch 563/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4836 - val_loss: 0.3405 - val_recall: 0.4681
Epoch 564/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3335 - recall: 0.4804 - val_loss: 0.3412 - val_recall: 0.4461
Epoch 565/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3337 - recall: 0.4910 - val_loss: 0.3415 - val_recall: 0.4485
Epoch 566/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4853 - val_loss: 0.3408 - val_recall: 0.4632
Epoch 567/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4820 - val_loss: 0.3408 - val_recall: 0.4755
Epoch 568/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3338 - recall: 0.4820 - val_loss: 0.3406 - val_recall: 0.4779
Epoch 569/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3336 - recall: 0.4967 - val_loss: 0.3415 - val_recall: 0.4485
Epoch 570/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3334 - recall: 0.4804 - val_loss: 0.3425 - val_recall: 0.4191
Epoch 571/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3336 - recall: 0.4918 - val_loss: 0.3427 - val_recall: 0.4093
Epoch 572/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3334 - recall: 0.4763 - val_loss: 0.3408 - val_recall: 0.4730
Epoch 573/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.4885 - val_loss: 0.3424 - val_recall: 0.4167
Epoch 574/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4845 - val_loss: 0.3419 - val_recall: 0.4314
Epoch 575/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3332 - recall: 0.4845 - val_loss: 0.3411 - val_recall: 0.4461
Epoch 576/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3331 - recall: 0.4779 - val_loss: 0.3407 - val_recall: 0.4730
Epoch 577/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4910 - val_loss: 0.3422 - val_recall: 0.4314
Epoch 578/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4812 - val_loss: 0.3405 - val_recall: 0.4730
Epoch 579/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4853 - val_loss: 0.3411 - val_recall: 0.4534
Epoch 580/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4812 - val_loss: 0.3408 - val_recall: 0.4877
Epoch 581/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3339 - recall: 0.4820 - val_loss: 0.3409 - val_recall: 0.4779
Epoch 582/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3339 - recall: 0.4877 - val_loss: 0.3409 - val_recall: 0.4706
Epoch 583/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.5041 - val_loss: 0.3446 - val_recall: 0.4020
Epoch 584/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3342 - recall: 0.4836 - val_loss: 0.3426 - val_recall: 0.4216
Epoch 585/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3334 - recall: 0.4763 - val_loss: 0.3407 - val_recall: 0.4828
Epoch 586/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4804 - val_loss: 0.3416 - val_recall: 0.4412
Epoch 587/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4861 - val_loss: 0.3410 - val_recall: 0.4632
Epoch 588/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3331 - recall: 0.4918 - val_loss: 0.3411 - val_recall: 0.4363
Epoch 589/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4812 - val_loss: 0.3408 - val_recall: 0.4779
Epoch 590/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4918 - val_loss: 0.3418 - val_recall: 0.4289
Epoch 591/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4804 - val_loss: 0.3406 - val_recall: 0.4681
Epoch 592/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4975 - val_loss: 0.3451 - val_recall: 0.3971
Epoch 593/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4820 - val_loss: 0.3425 - val_recall: 0.4289
Epoch 594/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4836 - val_loss: 0.3421 - val_recall: 0.4289
Epoch 595/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4828 - val_loss: 0.3408 - val_recall: 0.4681
Epoch 596/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4877 - val_loss: 0.3416 - val_recall: 0.4363
Epoch 597/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3336 - recall: 0.4828 - val_loss: 0.3414 - val_recall: 0.4314
Epoch 598/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4894 - val_loss: 0.3425 - val_recall: 0.4265
Epoch 599/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3333 - recall: 0.4812 - val_loss: 0.3420 - val_recall: 0.4387
Epoch 600/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4894 - val_loss: 0.3411 - val_recall: 0.4510
Epoch 601/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4918 - val_loss: 0.3407 - val_recall: 0.4681
Epoch 602/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4795 - val_loss: 0.3411 - val_recall: 0.4681
Epoch 603/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4861 - val_loss: 0.3413 - val_recall: 0.4363
Epoch 604/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4820 - val_loss: 0.3414 - val_recall: 0.4338
Epoch 605/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4869 - val_loss: 0.3413 - val_recall: 0.4363
Epoch 606/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4828 - val_loss: 0.3418 - val_recall: 0.4314
Epoch 607/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3333 - recall: 0.4959 - val_loss: 0.3429 - val_recall: 0.4265
Epoch 608/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4771 - val_loss: 0.3407 - val_recall: 0.4755
Epoch 609/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4910 - val_loss: 0.3416 - val_recall: 0.4289
Epoch 610/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4853 - val_loss: 0.3412 - val_recall: 0.4338
Epoch 611/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4885 - val_loss: 0.3418 - val_recall: 0.4412
Epoch 612/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4771 - val_loss: 0.3410 - val_recall: 0.4436
Epoch 613/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4836 - val_loss: 0.3417 - val_recall: 0.4289
Epoch 614/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3328 - recall: 0.4902 - val_loss: 0.3418 - val_recall: 0.4338
Epoch 615/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4869 - val_loss: 0.3412 - val_recall: 0.4510
Epoch 616/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4804 - val_loss: 0.3408 - val_recall: 0.4706
Epoch 617/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4877 - val_loss: 0.3414 - val_recall: 0.4412
Epoch 618/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3328 - recall: 0.4877 - val_loss: 0.3410 - val_recall: 0.4534
Epoch 619/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4869 - val_loss: 0.3408 - val_recall: 0.4387
Epoch 620/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3328 - recall: 0.4763 - val_loss: 0.3412 - val_recall: 0.4436
Epoch 621/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4877 - val_loss: 0.3412 - val_recall: 0.4510
Epoch 622/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4975 - val_loss: 0.3420 - val_recall: 0.4265
Epoch 623/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4853 - val_loss: 0.3430 - val_recall: 0.4167
Epoch 624/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4779 - val_loss: 0.3407 - val_recall: 0.4657
Epoch 625/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3326 - recall: 0.4959 - val_loss: 0.3415 - val_recall: 0.4338
Epoch 626/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4836 - val_loss: 0.3422 - val_recall: 0.4240
Epoch 627/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4869 - val_loss: 0.3406 - val_recall: 0.4510
Epoch 628/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4755 - val_loss: 0.3410 - val_recall: 0.4975
Epoch 629/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4902 - val_loss: 0.3414 - val_recall: 0.4436
Epoch 630/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3333 - recall: 0.4877 - val_loss: 0.3416 - val_recall: 0.4804
Epoch 631/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4877 - val_loss: 0.3408 - val_recall: 0.4387
Epoch 632/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4828 - val_loss: 0.3412 - val_recall: 0.4314
Epoch 633/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4795 - val_loss: 0.3412 - val_recall: 0.4534
Epoch 634/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4959 - val_loss: 0.3415 - val_recall: 0.4363
Epoch 635/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4812 - val_loss: 0.3426 - val_recall: 0.4289
Epoch 636/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4877 - val_loss: 0.3407 - val_recall: 0.4730
Epoch 637/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4910 - val_loss: 0.3403 - val_recall: 0.4632
Epoch 638/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4795 - val_loss: 0.3410 - val_recall: 0.4657
Epoch 639/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4861 - val_loss: 0.3408 - val_recall: 0.4387
Epoch 640/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4885 - val_loss: 0.3409 - val_recall: 0.4461
Epoch 641/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3326 - recall: 0.4943 - val_loss: 0.3416 - val_recall: 0.4265
Epoch 642/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4722 - val_loss: 0.3411 - val_recall: 0.4363
Epoch 643/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4845 - val_loss: 0.3404 - val_recall: 0.4730
Epoch 644/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4902 - val_loss: 0.3413 - val_recall: 0.4387
Epoch 645/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3324 - recall: 0.4861 - val_loss: 0.3411 - val_recall: 0.4338
Epoch 646/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4885 - val_loss: 0.3403 - val_recall: 0.4559
Epoch 647/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4836 - val_loss: 0.3407 - val_recall: 0.4657
Epoch 648/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4853 - val_loss: 0.3404 - val_recall: 0.4559
Epoch 649/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4894 - val_loss: 0.3408 - val_recall: 0.4559
Epoch 650/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3326 - recall: 0.4885 - val_loss: 0.3425 - val_recall: 0.4289
Epoch 651/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3326 - recall: 0.4787 - val_loss: 0.3412 - val_recall: 0.4461
Epoch 652/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4853 - val_loss: 0.3403 - val_recall: 0.4534
Epoch 653/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4918 - val_loss: 0.3410 - val_recall: 0.4314
Epoch 654/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4836 - val_loss: 0.3411 - val_recall: 0.4363
Epoch 655/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3327 - recall: 0.4869 - val_loss: 0.3407 - val_recall: 0.4755
Epoch 656/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4935 - val_loss: 0.3423 - val_recall: 0.4216
Epoch 657/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4836 - val_loss: 0.3412 - val_recall: 0.4363
Epoch 658/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3331 - recall: 0.4730 - val_loss: 0.3410 - val_recall: 0.4975
Epoch 659/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4935 - val_loss: 0.3408 - val_recall: 0.4583
Epoch 660/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3324 - recall: 0.4820 - val_loss: 0.3404 - val_recall: 0.4559
Epoch 661/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4943 - val_loss: 0.3407 - val_recall: 0.4657
Epoch 662/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4836 - val_loss: 0.3407 - val_recall: 0.4755
Epoch 663/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4853 - val_loss: 0.3402 - val_recall: 0.4730
Epoch 664/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3332 - recall: 0.4935 - val_loss: 0.3424 - val_recall: 0.4216
Epoch 665/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.4771 - val_loss: 0.3418 - val_recall: 0.4240
Epoch 666/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4877 - val_loss: 0.3399 - val_recall: 0.4608
Epoch 667/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4885 - val_loss: 0.3400 - val_recall: 0.4755
Epoch 668/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4918 - val_loss: 0.3423 - val_recall: 0.4191
Epoch 669/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4877 - val_loss: 0.3409 - val_recall: 0.4436
Epoch 670/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4738 - val_loss: 0.3402 - val_recall: 0.4853
Epoch 671/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3332 - recall: 0.4763 - val_loss: 0.3417 - val_recall: 0.5000
Epoch 672/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3342 - recall: 0.4885 - val_loss: 0.3412 - val_recall: 0.5000
Epoch 673/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3332 - recall: 0.4894 - val_loss: 0.3397 - val_recall: 0.4681
Epoch 674/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4877 - val_loss: 0.3406 - val_recall: 0.4730
Epoch 675/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4910 - val_loss: 0.3420 - val_recall: 0.4216
Epoch 676/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4951 - val_loss: 0.3431 - val_recall: 0.4142
Epoch 677/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3337 - recall: 0.4877 - val_loss: 0.3443 - val_recall: 0.3971
Epoch 678/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4853 - val_loss: 0.3401 - val_recall: 0.4828
Epoch 679/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4894 - val_loss: 0.3409 - val_recall: 0.4387
Epoch 680/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4853 - val_loss: 0.3413 - val_recall: 0.4338
Epoch 681/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4828 - val_loss: 0.3406 - val_recall: 0.4338
Epoch 682/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4885 - val_loss: 0.3414 - val_recall: 0.4289
Epoch 683/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4763 - val_loss: 0.3403 - val_recall: 0.4804
Epoch 684/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4894 - val_loss: 0.3403 - val_recall: 0.4706
Epoch 685/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4828 - val_loss: 0.3402 - val_recall: 0.4706
Epoch 686/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4828 - val_loss: 0.3403 - val_recall: 0.4632
Epoch 687/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4967 - val_loss: 0.3407 - val_recall: 0.4412
Epoch 688/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3329 - recall: 0.4861 - val_loss: 0.3416 - val_recall: 0.4265
Epoch 689/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3321 - recall: 0.4836 - val_loss: 0.3404 - val_recall: 0.4363
Epoch 690/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3321 - recall: 0.4869 - val_loss: 0.3406 - val_recall: 0.4338
Epoch 691/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4828 - val_loss: 0.3408 - val_recall: 0.4461
Epoch 692/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4853 - val_loss: 0.3402 - val_recall: 0.4706
Epoch 693/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3333 - recall: 0.4967 - val_loss: 0.3408 - val_recall: 0.4706
Epoch 694/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4861 - val_loss: 0.3403 - val_recall: 0.4534
Epoch 695/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4828 - val_loss: 0.3410 - val_recall: 0.4412
Epoch 696/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4820 - val_loss: 0.3403 - val_recall: 0.4779
Epoch 697/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3330 - recall: 0.4902 - val_loss: 0.3406 - val_recall: 0.4387
Epoch 698/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3326 - recall: 0.4959 - val_loss: 0.3423 - val_recall: 0.4191
Epoch 699/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3326 - recall: 0.4804 - val_loss: 0.3406 - val_recall: 0.5074
Epoch 700/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4836 - val_loss: 0.3411 - val_recall: 0.4363
Epoch 701/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4894 - val_loss: 0.3403 - val_recall: 0.4559
Epoch 702/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4918 - val_loss: 0.3412 - val_recall: 0.4265
Epoch 703/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3324 - recall: 0.4755 - val_loss: 0.3403 - val_recall: 0.4485
Epoch 704/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3326 - recall: 0.4885 - val_loss: 0.3417 - val_recall: 0.4314
Epoch 705/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3324 - recall: 0.4910 - val_loss: 0.3424 - val_recall: 0.4167
Epoch 706/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4877 - val_loss: 0.3411 - val_recall: 0.4314
Epoch 707/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3322 - recall: 0.4853 - val_loss: 0.3407 - val_recall: 0.4436
Epoch 708/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4763 - val_loss: 0.3406 - val_recall: 0.4804
Epoch 709/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3326 - recall: 0.4853 - val_loss: 0.3408 - val_recall: 0.4436
Epoch 710/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4885 - val_loss: 0.3414 - val_recall: 0.4436
Epoch 711/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4853 - val_loss: 0.3402 - val_recall: 0.4583
Epoch 712/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3319 - recall: 0.4951 - val_loss: 0.3411 - val_recall: 0.4289
Epoch 713/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4648 - val_loss: 0.3410 - val_recall: 0.5025
Epoch 714/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4951 - val_loss: 0.3410 - val_recall: 0.4412
Epoch 715/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3321 - recall: 0.4992 - val_loss: 0.3411 - val_recall: 0.4412
Epoch 716/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4828 - val_loss: 0.3409 - val_recall: 0.4755
Epoch 717/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4869 - val_loss: 0.3409 - val_recall: 0.4926
Epoch 718/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4820 - val_loss: 0.3419 - val_recall: 0.5074
Epoch 719/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4967 - val_loss: 0.3435 - val_recall: 0.4069
Epoch 720/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4894 - val_loss: 0.3406 - val_recall: 0.4387
Epoch 721/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4918 - val_loss: 0.3407 - val_recall: 0.4534
Epoch 722/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4935 - val_loss: 0.3409 - val_recall: 0.4583
Epoch 723/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3318 - recall: 0.4763 - val_loss: 0.3410 - val_recall: 0.4706
Epoch 724/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4804 - val_loss: 0.3409 - val_recall: 0.4436
Epoch 725/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.5025 - val_loss: 0.3417 - val_recall: 0.4191
Epoch 726/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4836 - val_loss: 0.3422 - val_recall: 0.4338
Epoch 727/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4910 - val_loss: 0.3406 - val_recall: 0.4608
Epoch 728/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4845 - val_loss: 0.3406 - val_recall: 0.4608
Epoch 729/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4894 - val_loss: 0.3430 - val_recall: 0.4093
Epoch 730/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3320 - recall: 0.4861 - val_loss: 0.3406 - val_recall: 0.4583
Epoch 731/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4935 - val_loss: 0.3420 - val_recall: 0.4240
Epoch 732/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4918 - val_loss: 0.3404 - val_recall: 0.4583
Epoch 733/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4836 - val_loss: 0.3416 - val_recall: 0.4314
Epoch 734/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4918 - val_loss: 0.3408 - val_recall: 0.4583
Epoch 735/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4894 - val_loss: 0.3416 - val_recall: 0.4338
Epoch 736/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4812 - val_loss: 0.3414 - val_recall: 0.5000
Epoch 737/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4959 - val_loss: 0.3410 - val_recall: 0.4216
Epoch 738/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4804 - val_loss: 0.3409 - val_recall: 0.4559
Epoch 739/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4894 - val_loss: 0.3414 - val_recall: 0.4289
Epoch 740/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4779 - val_loss: 0.3421 - val_recall: 0.4191
Epoch 741/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4918 - val_loss: 0.3415 - val_recall: 0.4216
Epoch 742/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4828 - val_loss: 0.3423 - val_recall: 0.4216
Epoch 743/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4836 - val_loss: 0.3411 - val_recall: 0.4534
Epoch 744/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3318 - recall: 0.4902 - val_loss: 0.3419 - val_recall: 0.4191
Epoch 745/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3320 - recall: 0.4902 - val_loss: 0.3417 - val_recall: 0.4387
Epoch 746/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4861 - val_loss: 0.3425 - val_recall: 0.4069
Epoch 747/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3325 - recall: 0.4894 - val_loss: 0.3418 - val_recall: 0.4191
Epoch 748/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3320 - recall: 0.4812 - val_loss: 0.3410 - val_recall: 0.4412
Epoch 749/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3317 - recall: 0.4836 - val_loss: 0.3416 - val_recall: 0.4559
Epoch 750/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3320 - recall: 0.4902 - val_loss: 0.3421 - val_recall: 0.4142
Epoch 751/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4894 - val_loss: 0.3411 - val_recall: 0.4730
Epoch 752/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3323 - recall: 0.4861 - val_loss: 0.3409 - val_recall: 0.4534
Epoch 753/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4820 - val_loss: 0.3410 - val_recall: 0.4559
Epoch 754/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4795 - val_loss: 0.3417 - val_recall: 0.4265
Epoch 755/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3317 - recall: 0.4935 - val_loss: 0.3416 - val_recall: 0.4338
Epoch 756/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3322 - recall: 0.4787 - val_loss: 0.3413 - val_recall: 0.4534
Epoch 757/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3328 - recall: 0.4918 - val_loss: 0.3412 - val_recall: 0.4681
Epoch 758/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4853 - val_loss: 0.3410 - val_recall: 0.4681
Epoch 759/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4910 - val_loss: 0.3415 - val_recall: 0.4314
Epoch 760/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4902 - val_loss: 0.3415 - val_recall: 0.4216
Epoch 761/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3319 - recall: 0.4869 - val_loss: 0.3414 - val_recall: 0.4289
Epoch 762/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3317 - recall: 0.4926 - val_loss: 0.3411 - val_recall: 0.4412
Epoch 763/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4804 - val_loss: 0.3408 - val_recall: 0.4657
Epoch 764/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3318 - recall: 0.4943 - val_loss: 0.3413 - val_recall: 0.4461
Epoch 765/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4869 - val_loss: 0.3411 - val_recall: 0.4461
Epoch 766/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3316 - recall: 0.4885 - val_loss: 0.3416 - val_recall: 0.4387
Epoch 767/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3316 - recall: 0.4828 - val_loss: 0.3413 - val_recall: 0.4314
Epoch 768/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3317 - recall: 0.4869 - val_loss: 0.3419 - val_recall: 0.4240
Epoch 769/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3318 - recall: 0.4894 - val_loss: 0.3409 - val_recall: 0.4436
Epoch 770/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3316 - recall: 0.4861 - val_loss: 0.3414 - val_recall: 0.4510
Epoch 771/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4918 - val_loss: 0.3408 - val_recall: 0.4510
Epoch 772/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4885 - val_loss: 0.3410 - val_recall: 0.4412
Epoch 773/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3316 - recall: 0.4918 - val_loss: 0.3415 - val_recall: 0.4314
Epoch 774/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4812 - val_loss: 0.3420 - val_recall: 0.4191
Epoch 775/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3328 - recall: 0.4861 - val_loss: 0.3413 - val_recall: 0.4534
Epoch 776/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4951 - val_loss: 0.3421 - val_recall: 0.4142
Epoch 777/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4869 - val_loss: 0.3417 - val_recall: 0.4240
Epoch 778/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3319 - recall: 0.4820 - val_loss: 0.3421 - val_recall: 0.5074
Epoch 779/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4951 - val_loss: 0.3415 - val_recall: 0.4534
Epoch 780/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4787 - val_loss: 0.3410 - val_recall: 0.4755
Epoch 781/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4771 - val_loss: 0.3409 - val_recall: 0.4730
Epoch 782/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4926 - val_loss: 0.3429 - val_recall: 0.4069
Epoch 783/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4918 - val_loss: 0.3423 - val_recall: 0.4142
Epoch 784/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3319 - recall: 0.4845 - val_loss: 0.3412 - val_recall: 0.4534
Epoch 785/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4812 - val_loss: 0.3407 - val_recall: 0.4608
Epoch 786/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4959 - val_loss: 0.3422 - val_recall: 0.4363
Epoch 787/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3316 - recall: 0.4845 - val_loss: 0.3407 - val_recall: 0.4828
Epoch 788/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4820 - val_loss: 0.3420 - val_recall: 0.4118
Epoch 789/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4804 - val_loss: 0.3414 - val_recall: 0.4583
Epoch 790/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4902 - val_loss: 0.3414 - val_recall: 0.4828
Epoch 791/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3315 - recall: 0.4836 - val_loss: 0.3410 - val_recall: 0.4706
Epoch 792/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4902 - val_loss: 0.3414 - val_recall: 0.4314
Epoch 793/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.5008 - val_loss: 0.3410 - val_recall: 0.4510
Epoch 794/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4771 - val_loss: 0.3411 - val_recall: 0.4510
Epoch 795/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3316 - recall: 0.4894 - val_loss: 0.3414 - val_recall: 0.4436
Epoch 796/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4828 - val_loss: 0.3415 - val_recall: 0.4877
Epoch 797/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4975 - val_loss: 0.3417 - val_recall: 0.4240
Epoch 798/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4910 - val_loss: 0.3414 - val_recall: 0.4387
Epoch 799/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4828 - val_loss: 0.3414 - val_recall: 0.4657
Epoch 800/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4853 - val_loss: 0.3410 - val_recall: 0.4559
Epoch 801/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4935 - val_loss: 0.3411 - val_recall: 0.4559
Epoch 802/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4820 - val_loss: 0.3411 - val_recall: 0.4534
Epoch 803/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4902 - val_loss: 0.3411 - val_recall: 0.4314
Epoch 804/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4910 - val_loss: 0.3444 - val_recall: 0.4044
Epoch 805/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4787 - val_loss: 0.3413 - val_recall: 0.4583
Epoch 806/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4853 - val_loss: 0.3415 - val_recall: 0.4485
Epoch 807/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4845 - val_loss: 0.3424 - val_recall: 0.4142
Epoch 808/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4861 - val_loss: 0.3417 - val_recall: 0.4363
Epoch 809/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4910 - val_loss: 0.3418 - val_recall: 0.4191
Epoch 810/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4845 - val_loss: 0.3408 - val_recall: 0.4804
Epoch 811/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4779 - val_loss: 0.3417 - val_recall: 0.4657
Epoch 812/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4943 - val_loss: 0.3434 - val_recall: 0.4093
Epoch 813/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4845 - val_loss: 0.3414 - val_recall: 0.4583
Epoch 814/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4910 - val_loss: 0.3414 - val_recall: 0.4436
Epoch 815/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4869 - val_loss: 0.3419 - val_recall: 0.4167
Epoch 816/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3321 - recall: 0.4828 - val_loss: 0.3414 - val_recall: 0.4461
Epoch 817/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4943 - val_loss: 0.3412 - val_recall: 0.4657
Epoch 818/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4828 - val_loss: 0.3414 - val_recall: 0.4510
Epoch 819/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4894 - val_loss: 0.3411 - val_recall: 0.4657
Epoch 820/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4877 - val_loss: 0.3418 - val_recall: 0.4363
Epoch 821/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4845 - val_loss: 0.3411 - val_recall: 0.4681
Epoch 822/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.4902 - val_loss: 0.3416 - val_recall: 0.4755
Epoch 823/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4918 - val_loss: 0.3416 - val_recall: 0.4412
Epoch 824/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4894 - val_loss: 0.3414 - val_recall: 0.4559
Epoch 825/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4853 - val_loss: 0.3412 - val_recall: 0.4534
Epoch 826/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4894 - val_loss: 0.3413 - val_recall: 0.4461
Epoch 827/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4853 - val_loss: 0.3412 - val_recall: 0.4559
Epoch 828/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4918 - val_loss: 0.3412 - val_recall: 0.4387
Epoch 829/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3314 - recall: 0.4869 - val_loss: 0.3416 - val_recall: 0.4534
Epoch 830/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4861 - val_loss: 0.3418 - val_recall: 0.4681
Epoch 831/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4992 - val_loss: 0.3425 - val_recall: 0.4240
Epoch 832/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4836 - val_loss: 0.3424 - val_recall: 0.4240
Epoch 833/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4894 - val_loss: 0.3417 - val_recall: 0.4314
Epoch 834/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3315 - recall: 0.4959 - val_loss: 0.3437 - val_recall: 0.4020
Epoch 835/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4845 - val_loss: 0.3458 - val_recall: 0.3873
Epoch 836/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4836 - val_loss: 0.3419 - val_recall: 0.4461
Epoch 837/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4795 - val_loss: 0.3413 - val_recall: 0.4632
Epoch 838/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4861 - val_loss: 0.3420 - val_recall: 0.4975
Epoch 839/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4951 - val_loss: 0.3418 - val_recall: 0.4338
Epoch 840/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4853 - val_loss: 0.3419 - val_recall: 0.4804
Epoch 841/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4967 - val_loss: 0.3419 - val_recall: 0.4559
Epoch 842/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4902 - val_loss: 0.3409 - val_recall: 0.4510
Epoch 843/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4877 - val_loss: 0.3442 - val_recall: 0.4093
Epoch 844/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4910 - val_loss: 0.3413 - val_recall: 0.4730
Epoch 845/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4714 - val_loss: 0.3420 - val_recall: 0.4926
Epoch 846/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4967 - val_loss: 0.3412 - val_recall: 0.4657
Epoch 847/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4845 - val_loss: 0.3414 - val_recall: 0.4412
Epoch 848/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4877 - val_loss: 0.3420 - val_recall: 0.4363
Epoch 849/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3312 - recall: 0.4877 - val_loss: 0.3417 - val_recall: 0.4363
Epoch 850/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4959 - val_loss: 0.3439 - val_recall: 0.4069
Epoch 851/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3315 - recall: 0.4812 - val_loss: 0.3408 - val_recall: 0.4657
Epoch 852/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4877 - val_loss: 0.3436 - val_recall: 0.4118
Epoch 853/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4967 - val_loss: 0.3451 - val_recall: 0.3946
Epoch 854/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3321 - recall: 0.4853 - val_loss: 0.3434 - val_recall: 0.4191
Epoch 855/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4910 - val_loss: 0.3414 - val_recall: 0.4412
Epoch 856/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4853 - val_loss: 0.3428 - val_recall: 0.4240
Epoch 857/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4795 - val_loss: 0.3417 - val_recall: 0.4559
Epoch 858/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4975 - val_loss: 0.3434 - val_recall: 0.4142
Epoch 859/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4967 - val_loss: 0.3416 - val_recall: 0.4289
Epoch 860/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4746 - val_loss: 0.3422 - val_recall: 0.5025
Epoch 861/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4967 - val_loss: 0.3437 - val_recall: 0.4069
Epoch 862/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4836 - val_loss: 0.3423 - val_recall: 0.4804
Epoch 863/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3314 - recall: 0.4853 - val_loss: 0.3424 - val_recall: 0.4314
Epoch 864/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4902 - val_loss: 0.3426 - val_recall: 0.4167
Epoch 865/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4877 - val_loss: 0.3419 - val_recall: 0.4338
Epoch 866/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4828 - val_loss: 0.3414 - val_recall: 0.4461
Epoch 867/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4828 - val_loss: 0.3413 - val_recall: 0.4461
Epoch 868/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4935 - val_loss: 0.3418 - val_recall: 0.4583
Epoch 869/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4975 - val_loss: 0.3419 - val_recall: 0.4510
Epoch 870/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3318 - recall: 0.4918 - val_loss: 0.3433 - val_recall: 0.4093
Epoch 871/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4836 - val_loss: 0.3414 - val_recall: 0.4583
Epoch 872/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4738 - val_loss: 0.3422 - val_recall: 0.4657
Epoch 873/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4959 - val_loss: 0.3420 - val_recall: 0.4314
Epoch 874/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4943 - val_loss: 0.3423 - val_recall: 0.4191
Epoch 875/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4730 - val_loss: 0.3419 - val_recall: 0.4681
Epoch 876/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4910 - val_loss: 0.3416 - val_recall: 0.4902
Epoch 877/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4975 - val_loss: 0.3432 - val_recall: 0.4142
Epoch 878/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4918 - val_loss: 0.3423 - val_recall: 0.4314
Epoch 879/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4894 - val_loss: 0.3420 - val_recall: 0.4632
Epoch 880/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4885 - val_loss: 0.3418 - val_recall: 0.4632
Epoch 881/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3313 - recall: 0.4853 - val_loss: 0.3416 - val_recall: 0.4412
Epoch 882/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4910 - val_loss: 0.3424 - val_recall: 0.4167
Epoch 883/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4918 - val_loss: 0.3420 - val_recall: 0.4853
Epoch 884/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4804 - val_loss: 0.3422 - val_recall: 0.4902
Epoch 885/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4967 - val_loss: 0.3428 - val_recall: 0.4142
Epoch 886/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4812 - val_loss: 0.3422 - val_recall: 0.4289
Epoch 887/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3313 - recall: 0.4959 - val_loss: 0.3420 - val_recall: 0.4338
Epoch 888/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4959 - val_loss: 0.3427 - val_recall: 0.4412
Epoch 889/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4828 - val_loss: 0.3416 - val_recall: 0.4363
Epoch 890/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4975 - val_loss: 0.3435 - val_recall: 0.4142
Epoch 891/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4853 - val_loss: 0.3431 - val_recall: 0.4118
Epoch 892/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3317 - recall: 0.4845 - val_loss: 0.3416 - val_recall: 0.4436
Epoch 893/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4828 - val_loss: 0.3427 - val_recall: 0.4485
Epoch 894/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4926 - val_loss: 0.3426 - val_recall: 0.4314
Epoch 895/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4861 - val_loss: 0.3420 - val_recall: 0.4387
Epoch 896/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4926 - val_loss: 0.3421 - val_recall: 0.4902
Epoch 897/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4975 - val_loss: 0.3432 - val_recall: 0.4240
Epoch 898/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4820 - val_loss: 0.3415 - val_recall: 0.4853
Epoch 899/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4894 - val_loss: 0.3421 - val_recall: 0.4583
Epoch 900/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4918 - val_loss: 0.3426 - val_recall: 0.4338
Epoch 901/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4902 - val_loss: 0.3422 - val_recall: 0.4338
Epoch 902/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3308 - recall: 0.4853 - val_loss: 0.3420 - val_recall: 0.4779
Epoch 903/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4910 - val_loss: 0.3429 - val_recall: 0.4289
Epoch 904/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4951 - val_loss: 0.3430 - val_recall: 0.4314
Epoch 905/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4877 - val_loss: 0.3422 - val_recall: 0.4338
Epoch 906/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4877 - val_loss: 0.3421 - val_recall: 0.4412
Epoch 907/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4853 - val_loss: 0.3428 - val_recall: 0.4853
Epoch 908/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4845 - val_loss: 0.3438 - val_recall: 0.4191
Epoch 909/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4935 - val_loss: 0.3424 - val_recall: 0.4412
Epoch 910/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4885 - val_loss: 0.3432 - val_recall: 0.4240
Epoch 911/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4877 - val_loss: 0.3422 - val_recall: 0.4461
Epoch 912/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4926 - val_loss: 0.3429 - val_recall: 0.4289
Epoch 913/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4902 - val_loss: 0.3438 - val_recall: 0.4167
Epoch 914/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4877 - val_loss: 0.3422 - val_recall: 0.4779
Epoch 915/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4967 - val_loss: 0.3434 - val_recall: 0.4167
Epoch 916/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4869 - val_loss: 0.3433 - val_recall: 0.4338
Epoch 917/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4943 - val_loss: 0.3429 - val_recall: 0.4240
Epoch 918/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3312 - recall: 0.4877 - val_loss: 0.3433 - val_recall: 0.4314
Epoch 919/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4935 - val_loss: 0.3428 - val_recall: 0.4485
Epoch 920/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3309 - recall: 0.4853 - val_loss: 0.3432 - val_recall: 0.4412
Epoch 921/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4894 - val_loss: 0.3422 - val_recall: 0.4853
Epoch 922/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4861 - val_loss: 0.3430 - val_recall: 0.4583
Epoch 923/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4975 - val_loss: 0.3423 - val_recall: 0.4485
Epoch 924/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4894 - val_loss: 0.3446 - val_recall: 0.4044
Epoch 925/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4795 - val_loss: 0.3465 - val_recall: 0.3971
Epoch 926/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4795 - val_loss: 0.3444 - val_recall: 0.4142
Epoch 927/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4926 - val_loss: 0.3431 - val_recall: 0.4779
Epoch 928/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4828 - val_loss: 0.3429 - val_recall: 0.4363
Epoch 929/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4885 - val_loss: 0.3440 - val_recall: 0.4191
Epoch 930/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4967 - val_loss: 0.3444 - val_recall: 0.4142
Epoch 931/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4853 - val_loss: 0.3428 - val_recall: 0.4657
Epoch 932/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4959 - val_loss: 0.3440 - val_recall: 0.4240
Epoch 933/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4820 - val_loss: 0.3426 - val_recall: 0.4681
Epoch 934/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4804 - val_loss: 0.3426 - val_recall: 0.4730
Epoch 935/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4959 - val_loss: 0.3429 - val_recall: 0.4436
Epoch 936/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3313 - recall: 0.4918 - val_loss: 0.3431 - val_recall: 0.4853
Epoch 937/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4885 - val_loss: 0.3431 - val_recall: 0.4632
Epoch 938/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3318 - recall: 0.4926 - val_loss: 0.3436 - val_recall: 0.4412
Epoch 939/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4910 - val_loss: 0.3433 - val_recall: 0.4730
Epoch 940/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4975 - val_loss: 0.3439 - val_recall: 0.4240
Epoch 941/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4935 - val_loss: 0.3428 - val_recall: 0.4412
Epoch 942/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4943 - val_loss: 0.3425 - val_recall: 0.4534
Epoch 943/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4836 - val_loss: 0.3433 - val_recall: 0.4387
Epoch 944/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4910 - val_loss: 0.3429 - val_recall: 0.4608
Epoch 945/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4926 - val_loss: 0.3438 - val_recall: 0.4240
Epoch 946/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4877 - val_loss: 0.3438 - val_recall: 0.4240
Epoch 947/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4861 - val_loss: 0.3426 - val_recall: 0.4632
Epoch 948/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4975 - val_loss: 0.3435 - val_recall: 0.4314
Epoch 949/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4967 - val_loss: 0.3427 - val_recall: 0.4706
Epoch 950/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4812 - val_loss: 0.3430 - val_recall: 0.4387
Epoch 951/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4812 - val_loss: 0.3433 - val_recall: 0.4681
Epoch 952/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4828 - val_loss: 0.3440 - val_recall: 0.4240
Epoch 953/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3309 - recall: 0.4935 - val_loss: 0.3433 - val_recall: 0.4265
Epoch 954/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4935 - val_loss: 0.3437 - val_recall: 0.4314
Epoch 955/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4795 - val_loss: 0.3442 - val_recall: 0.4730
Epoch 956/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3308 - recall: 0.4951 - val_loss: 0.3432 - val_recall: 0.4436
Epoch 957/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4845 - val_loss: 0.3425 - val_recall: 0.4583
Epoch 958/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4902 - val_loss: 0.3442 - val_recall: 0.4216
Epoch 959/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4836 - val_loss: 0.3430 - val_recall: 0.4583
Epoch 960/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4975 - val_loss: 0.3447 - val_recall: 0.4240
Epoch 961/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4877 - val_loss: 0.3435 - val_recall: 0.4314
Epoch 962/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4918 - val_loss: 0.3434 - val_recall: 0.4338
Epoch 963/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4869 - val_loss: 0.3434 - val_recall: 0.4779
Epoch 964/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4918 - val_loss: 0.3430 - val_recall: 0.4510
Epoch 965/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4935 - val_loss: 0.3432 - val_recall: 0.4485
Epoch 966/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4877 - val_loss: 0.3431 - val_recall: 0.4608
Epoch 967/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4910 - val_loss: 0.3427 - val_recall: 0.4730
Epoch 968/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4877 - val_loss: 0.3440 - val_recall: 0.4314
Epoch 969/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4918 - val_loss: 0.3435 - val_recall: 0.4412
Epoch 970/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4967 - val_loss: 0.3432 - val_recall: 0.4387
Epoch 971/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4845 - val_loss: 0.3436 - val_recall: 0.4216
Epoch 972/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4935 - val_loss: 0.3439 - val_recall: 0.4559
Epoch 973/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4910 - val_loss: 0.3432 - val_recall: 0.4461
Epoch 974/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4861 - val_loss: 0.3431 - val_recall: 0.4436
Epoch 975/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4984 - val_loss: 0.3447 - val_recall: 0.4265
Epoch 976/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4812 - val_loss: 0.3436 - val_recall: 0.4412
Epoch 977/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4984 - val_loss: 0.3442 - val_recall: 0.4240
Epoch 978/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4836 - val_loss: 0.3435 - val_recall: 0.4436
Epoch 979/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4894 - val_loss: 0.3436 - val_recall: 0.4485
Epoch 980/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4771 - val_loss: 0.3431 - val_recall: 0.4608
Epoch 981/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4853 - val_loss: 0.3458 - val_recall: 0.4191
Epoch 982/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4902 - val_loss: 0.3445 - val_recall: 0.4314
Epoch 983/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4910 - val_loss: 0.3441 - val_recall: 0.4314
Epoch 984/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4828 - val_loss: 0.3432 - val_recall: 0.4314
Epoch 985/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4894 - val_loss: 0.3440 - val_recall: 0.4510
Epoch 986/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3308 - recall: 0.4910 - val_loss: 0.3444 - val_recall: 0.4191
Epoch 987/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4779 - val_loss: 0.3437 - val_recall: 0.4877
Epoch 988/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4828 - val_loss: 0.3430 - val_recall: 0.4681
Epoch 989/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4869 - val_loss: 0.3434 - val_recall: 0.4730
Epoch 990/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.5000 - val_loss: 0.3446 - val_recall: 0.4314
Epoch 991/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4869 - val_loss: 0.3438 - val_recall: 0.4412
Epoch 992/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4885 - val_loss: 0.3438 - val_recall: 0.4412
Epoch 993/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3310 - recall: 0.4877 - val_loss: 0.3433 - val_recall: 0.4559
Epoch 994/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4861 - val_loss: 0.3440 - val_recall: 0.4338
Epoch 995/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4918 - val_loss: 0.3436 - val_recall: 0.4412
Epoch 996/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4787 - val_loss: 0.3441 - val_recall: 0.4363
Epoch 997/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4894 - val_loss: 0.3434 - val_recall: 0.4314
Epoch 998/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4869 - val_loss: 0.3432 - val_recall: 0.4387
Epoch 999/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3307 - recall: 0.4975 - val_loss: 0.3436 - val_recall: 0.4387
Epoch 1000/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4845 - val_loss: 0.3437 - val_recall: 0.4559
Epoch 1001/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4918 - val_loss: 0.3431 - val_recall: 0.4559
Epoch 1002/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3309 - recall: 0.4935 - val_loss: 0.3438 - val_recall: 0.4436
Epoch 1003/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4705 - val_loss: 0.3434 - val_recall: 0.4559
Epoch 1004/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4918 - val_loss: 0.3432 - val_recall: 0.4412
Epoch 1005/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3311 - recall: 0.4877 - val_loss: 0.3431 - val_recall: 0.4583
Epoch 1006/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3306 - recall: 0.4812 - val_loss: 0.3434 - val_recall: 0.4681
Epoch 1007/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4902 - val_loss: 0.3443 - val_recall: 0.4265
Epoch 1008/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3309 - recall: 0.4877 - val_loss: 0.3456 - val_recall: 0.4093
Epoch 1009/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3307 - recall: 0.4943 - val_loss: 0.3437 - val_recall: 0.4338
Epoch 1010/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3307 - recall: 0.4869 - val_loss: 0.3438 - val_recall: 0.4632
Epoch 1011/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3307 - recall: 0.4894 - val_loss: 0.3435 - val_recall: 0.4681
Epoch 1012/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4967 - val_loss: 0.3445 - val_recall: 0.4314
Epoch 1013/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4861 - val_loss: 0.3438 - val_recall: 0.4387
Epoch 1014/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3308 - recall: 0.4910 - val_loss: 0.3441 - val_recall: 0.4216
Epoch 1015/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4869 - val_loss: 0.3433 - val_recall: 0.4583
Epoch 1016/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4902 - val_loss: 0.3436 - val_recall: 0.4363
Epoch 1017/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3306 - recall: 0.4836 - val_loss: 0.3442 - val_recall: 0.4387
Epoch 1018/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4951 - val_loss: 0.3434 - val_recall: 0.4387
Epoch 1019/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4820 - val_loss: 0.3434 - val_recall: 0.4559
Epoch 1020/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4894 - val_loss: 0.3441 - val_recall: 0.4314
Epoch 1021/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4869 - val_loss: 0.3448 - val_recall: 0.4240
Epoch 1022/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3312 - recall: 0.4910 - val_loss: 0.3450 - val_recall: 0.4265
Epoch 1023/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4771 - val_loss: 0.3434 - val_recall: 0.4583
Epoch 1024/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4918 - val_loss: 0.3440 - val_recall: 0.4534
Epoch 1025/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4951 - val_loss: 0.3438 - val_recall: 0.4338
Epoch 1026/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4828 - val_loss: 0.3438 - val_recall: 0.4657
Epoch 1027/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4820 - val_loss: 0.3438 - val_recall: 0.4804
Epoch 1028/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4951 - val_loss: 0.3437 - val_recall: 0.4412
Epoch 1029/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4836 - val_loss: 0.3439 - val_recall: 0.4608
Epoch 1030/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4894 - val_loss: 0.3434 - val_recall: 0.4534
Epoch 1031/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4926 - val_loss: 0.3441 - val_recall: 0.4363
Epoch 1032/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4861 - val_loss: 0.3437 - val_recall: 0.4363
Epoch 1033/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4861 - val_loss: 0.3448 - val_recall: 0.4289
Epoch 1034/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4869 - val_loss: 0.3432 - val_recall: 0.4583
Epoch 1035/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4894 - val_loss: 0.3433 - val_recall: 0.4436
Epoch 1036/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4935 - val_loss: 0.3442 - val_recall: 0.4289
Epoch 1037/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4828 - val_loss: 0.3442 - val_recall: 0.4338
Epoch 1038/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4820 - val_loss: 0.3433 - val_recall: 0.4657
Epoch 1039/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4877 - val_loss: 0.3440 - val_recall: 0.4510
Epoch 1040/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4845 - val_loss: 0.3440 - val_recall: 0.4730
Epoch 1041/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4959 - val_loss: 0.3442 - val_recall: 0.4412
Epoch 1042/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4836 - val_loss: 0.3438 - val_recall: 0.4730
Epoch 1043/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4894 - val_loss: 0.3442 - val_recall: 0.4363
Epoch 1044/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4943 - val_loss: 0.3437 - val_recall: 0.4534
Epoch 1045/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4820 - val_loss: 0.3437 - val_recall: 0.4363
Epoch 1046/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4918 - val_loss: 0.3435 - val_recall: 0.4608
Epoch 1047/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4861 - val_loss: 0.3435 - val_recall: 0.4779
Epoch 1048/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4885 - val_loss: 0.3442 - val_recall: 0.4412
Epoch 1049/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4885 - val_loss: 0.3441 - val_recall: 0.4485
Epoch 1050/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4967 - val_loss: 0.3447 - val_recall: 0.4240
Epoch 1051/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4861 - val_loss: 0.3441 - val_recall: 0.4314
Epoch 1052/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4820 - val_loss: 0.3437 - val_recall: 0.4534
Epoch 1053/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4861 - val_loss: 0.3441 - val_recall: 0.4730
Epoch 1054/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4926 - val_loss: 0.3448 - val_recall: 0.4191
Epoch 1055/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4795 - val_loss: 0.3446 - val_recall: 0.4877
Epoch 1056/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4828 - val_loss: 0.3440 - val_recall: 0.4632
Epoch 1057/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3301 - recall: 0.4885 - val_loss: 0.3440 - val_recall: 0.4583
Epoch 1058/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3301 - recall: 0.4894 - val_loss: 0.3454 - val_recall: 0.4191
Epoch 1059/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3308 - recall: 0.4787 - val_loss: 0.3439 - val_recall: 0.4779
Epoch 1060/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3306 - recall: 0.4959 - val_loss: 0.3439 - val_recall: 0.4706
Epoch 1061/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3301 - recall: 0.4959 - val_loss: 0.3454 - val_recall: 0.4240
Epoch 1062/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4845 - val_loss: 0.3444 - val_recall: 0.4314
Epoch 1063/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4926 - val_loss: 0.3463 - val_recall: 0.4142
Epoch 1064/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3304 - recall: 0.4861 - val_loss: 0.3441 - val_recall: 0.4828
Epoch 1065/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4861 - val_loss: 0.3442 - val_recall: 0.4363
Epoch 1066/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4877 - val_loss: 0.3449 - val_recall: 0.4289
Epoch 1067/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4877 - val_loss: 0.3439 - val_recall: 0.4608
Epoch 1068/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4795 - val_loss: 0.3445 - val_recall: 0.4559
Epoch 1069/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4779 - val_loss: 0.3438 - val_recall: 0.4804
Epoch 1070/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3307 - recall: 0.4918 - val_loss: 0.3444 - val_recall: 0.4363
Epoch 1071/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4828 - val_loss: 0.3440 - val_recall: 0.4657
Epoch 1072/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3301 - recall: 0.4861 - val_loss: 0.3442 - val_recall: 0.4681
Epoch 1073/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4853 - val_loss: 0.3439 - val_recall: 0.4608
Epoch 1074/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4918 - val_loss: 0.3438 - val_recall: 0.4608
Epoch 1075/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3304 - recall: 0.4812 - val_loss: 0.3441 - val_recall: 0.4681
Epoch 1076/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4861 - val_loss: 0.3441 - val_recall: 0.4485
Epoch 1077/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4975 - val_loss: 0.3441 - val_recall: 0.4461
Epoch 1078/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4853 - val_loss: 0.3441 - val_recall: 0.4657
Epoch 1079/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3304 - recall: 0.4812 - val_loss: 0.3453 - val_recall: 0.4632
Epoch 1080/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4877 - val_loss: 0.3438 - val_recall: 0.4730
Epoch 1081/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4910 - val_loss: 0.3440 - val_recall: 0.4534
Epoch 1082/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4902 - val_loss: 0.3442 - val_recall: 0.4387
Epoch 1083/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4869 - val_loss: 0.3436 - val_recall: 0.4608
Epoch 1084/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4869 - val_loss: 0.3444 - val_recall: 0.4730
Epoch 1085/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3308 - recall: 0.4836 - val_loss: 0.3444 - val_recall: 0.4730
Epoch 1086/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4861 - val_loss: 0.3448 - val_recall: 0.4289
Epoch 1087/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4943 - val_loss: 0.3439 - val_recall: 0.4583
Epoch 1088/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4853 - val_loss: 0.3448 - val_recall: 0.4289
Epoch 1089/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4885 - val_loss: 0.3443 - val_recall: 0.4755
Epoch 1090/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4869 - val_loss: 0.3438 - val_recall: 0.4632
Epoch 1091/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4836 - val_loss: 0.3446 - val_recall: 0.4363
Epoch 1092/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4967 - val_loss: 0.3465 - val_recall: 0.4044
Epoch 1093/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4894 - val_loss: 0.3446 - val_recall: 0.4338
Epoch 1094/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4836 - val_loss: 0.3447 - val_recall: 0.4828
Epoch 1095/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4820 - val_loss: 0.3439 - val_recall: 0.4632
Epoch 1096/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4894 - val_loss: 0.3445 - val_recall: 0.4461
Epoch 1097/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4853 - val_loss: 0.3439 - val_recall: 0.4706
Epoch 1098/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4885 - val_loss: 0.3451 - val_recall: 0.4338
Epoch 1099/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4836 - val_loss: 0.3440 - val_recall: 0.4632
Epoch 1100/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4918 - val_loss: 0.3459 - val_recall: 0.4191
Epoch 1101/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4722 - val_loss: 0.3445 - val_recall: 0.4730
Epoch 1102/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4820 - val_loss: 0.3441 - val_recall: 0.4559
Epoch 1103/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4836 - val_loss: 0.3444 - val_recall: 0.4412
Epoch 1104/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4926 - val_loss: 0.3441 - val_recall: 0.4485
Epoch 1105/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3298 - recall: 0.4877 - val_loss: 0.3448 - val_recall: 0.4265
Epoch 1106/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4861 - val_loss: 0.3445 - val_recall: 0.4534
Epoch 1107/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4877 - val_loss: 0.3463 - val_recall: 0.4093
Epoch 1108/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4853 - val_loss: 0.3439 - val_recall: 0.4461
Epoch 1109/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4926 - val_loss: 0.3441 - val_recall: 0.4534
Epoch 1110/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4787 - val_loss: 0.3449 - val_recall: 0.4657
Epoch 1111/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4943 - val_loss: 0.3444 - val_recall: 0.4436
Epoch 1112/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4812 - val_loss: 0.3440 - val_recall: 0.4730
Epoch 1113/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4885 - val_loss: 0.3440 - val_recall: 0.4657
Epoch 1114/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4869 - val_loss: 0.3441 - val_recall: 0.4559
Epoch 1115/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4820 - val_loss: 0.3444 - val_recall: 0.4412
Epoch 1116/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3301 - recall: 0.4967 - val_loss: 0.3464 - val_recall: 0.4240
Epoch 1117/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3306 - recall: 0.4673 - val_loss: 0.3472 - val_recall: 0.5098
Epoch 1118/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4869 - val_loss: 0.3452 - val_recall: 0.4363
Epoch 1119/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4918 - val_loss: 0.3446 - val_recall: 0.4412
Epoch 1120/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4910 - val_loss: 0.3467 - val_recall: 0.4093
Epoch 1121/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4836 - val_loss: 0.3463 - val_recall: 0.4191
Epoch 1122/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4885 - val_loss: 0.3465 - val_recall: 0.4118
Epoch 1123/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.4795 - val_loss: 0.3457 - val_recall: 0.4265
Epoch 1124/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3304 - recall: 0.4746 - val_loss: 0.3445 - val_recall: 0.4583
Epoch 1125/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3309 - recall: 0.4951 - val_loss: 0.3448 - val_recall: 0.4583
Epoch 1126/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4812 - val_loss: 0.3446 - val_recall: 0.4485
Epoch 1127/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4894 - val_loss: 0.3455 - val_recall: 0.4240
Epoch 1128/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4836 - val_loss: 0.3445 - val_recall: 0.4632
Epoch 1129/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4877 - val_loss: 0.3454 - val_recall: 0.4461
Epoch 1130/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4894 - val_loss: 0.3447 - val_recall: 0.4461
Epoch 1131/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4861 - val_loss: 0.3451 - val_recall: 0.4461
Epoch 1132/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4861 - val_loss: 0.3455 - val_recall: 0.4338
Epoch 1133/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4755 - val_loss: 0.3450 - val_recall: 0.4534
Epoch 1134/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4877 - val_loss: 0.3448 - val_recall: 0.4510
Epoch 1135/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4828 - val_loss: 0.3446 - val_recall: 0.4681
Epoch 1136/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.5000 - val_loss: 0.3449 - val_recall: 0.4510
Epoch 1137/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4828 - val_loss: 0.3445 - val_recall: 0.4632
Epoch 1138/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4918 - val_loss: 0.3454 - val_recall: 0.4706
Epoch 1139/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4836 - val_loss: 0.3459 - val_recall: 0.4265
Epoch 1140/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4910 - val_loss: 0.3456 - val_recall: 0.4265
Epoch 1141/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4738 - val_loss: 0.3450 - val_recall: 0.4363
Epoch 1142/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4853 - val_loss: 0.3456 - val_recall: 0.4510
Epoch 1143/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4885 - val_loss: 0.3449 - val_recall: 0.4730
Epoch 1144/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4885 - val_loss: 0.3448 - val_recall: 0.4534
Epoch 1145/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4845 - val_loss: 0.3450 - val_recall: 0.4779
Epoch 1146/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4836 - val_loss: 0.3452 - val_recall: 0.4657
Epoch 1147/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4869 - val_loss: 0.3451 - val_recall: 0.4436
Epoch 1148/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4918 - val_loss: 0.3449 - val_recall: 0.4755
Epoch 1149/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4836 - val_loss: 0.3445 - val_recall: 0.4657
Epoch 1150/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4836 - val_loss: 0.3454 - val_recall: 0.4583
Epoch 1151/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4935 - val_loss: 0.3448 - val_recall: 0.4338
Epoch 1152/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4869 - val_loss: 0.3466 - val_recall: 0.4191
Epoch 1153/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4853 - val_loss: 0.3450 - val_recall: 0.4583
Epoch 1154/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3300 - recall: 0.4877 - val_loss: 0.3458 - val_recall: 0.4412
Epoch 1155/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4885 - val_loss: 0.3455 - val_recall: 0.4314
Epoch 1156/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4836 - val_loss: 0.3446 - val_recall: 0.4485
Epoch 1157/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4828 - val_loss: 0.3463 - val_recall: 0.5025
Epoch 1158/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4918 - val_loss: 0.3450 - val_recall: 0.4559
Epoch 1159/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4861 - val_loss: 0.3456 - val_recall: 0.4461
Epoch 1160/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4877 - val_loss: 0.3451 - val_recall: 0.4461
Epoch 1161/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4926 - val_loss: 0.3450 - val_recall: 0.4436
Epoch 1162/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4894 - val_loss: 0.3458 - val_recall: 0.4314
Epoch 1163/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4853 - val_loss: 0.3462 - val_recall: 0.4191
Epoch 1164/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4779 - val_loss: 0.3442 - val_recall: 0.4657
Epoch 1165/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4812 - val_loss: 0.3454 - val_recall: 0.4412
Epoch 1166/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4853 - val_loss: 0.3452 - val_recall: 0.4608
Epoch 1167/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4926 - val_loss: 0.3466 - val_recall: 0.4216
Epoch 1168/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4836 - val_loss: 0.3456 - val_recall: 0.4436
Epoch 1169/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4910 - val_loss: 0.3461 - val_recall: 0.4289
Epoch 1170/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3305 - recall: 0.4795 - val_loss: 0.3449 - val_recall: 0.4559
Epoch 1171/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4894 - val_loss: 0.3448 - val_recall: 0.4681
Epoch 1172/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4812 - val_loss: 0.3448 - val_recall: 0.4657
Epoch 1173/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4853 - val_loss: 0.3454 - val_recall: 0.4461
Epoch 1174/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4918 - val_loss: 0.3450 - val_recall: 0.4485
Epoch 1175/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4787 - val_loss: 0.3453 - val_recall: 0.4363
Epoch 1176/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.5025 - val_loss: 0.3465 - val_recall: 0.4265
Epoch 1177/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4845 - val_loss: 0.3451 - val_recall: 0.4853
Epoch 1178/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4804 - val_loss: 0.3446 - val_recall: 0.4657
Epoch 1179/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3301 - recall: 0.4812 - val_loss: 0.3457 - val_recall: 0.4902
Epoch 1180/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4992 - val_loss: 0.3455 - val_recall: 0.4314
Epoch 1181/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4869 - val_loss: 0.3449 - val_recall: 0.4804
Epoch 1182/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4836 - val_loss: 0.3455 - val_recall: 0.4363
Epoch 1183/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4853 - val_loss: 0.3454 - val_recall: 0.4681
Epoch 1184/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4861 - val_loss: 0.3456 - val_recall: 0.4461
Epoch 1185/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3449 - val_recall: 0.4608
Epoch 1186/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4820 - val_loss: 0.3453 - val_recall: 0.4510
Epoch 1187/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4828 - val_loss: 0.3446 - val_recall: 0.4779
Epoch 1188/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4943 - val_loss: 0.3460 - val_recall: 0.4265
Epoch 1189/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4869 - val_loss: 0.3455 - val_recall: 0.4583
Epoch 1190/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4845 - val_loss: 0.3447 - val_recall: 0.4632
Epoch 1191/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4902 - val_loss: 0.3450 - val_recall: 0.4363
Epoch 1192/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3460 - val_recall: 0.4314
Epoch 1193/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4910 - val_loss: 0.3453 - val_recall: 0.4387
Epoch 1194/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4714 - val_loss: 0.3447 - val_recall: 0.4583
Epoch 1195/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4951 - val_loss: 0.3450 - val_recall: 0.4387
Epoch 1196/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4779 - val_loss: 0.3452 - val_recall: 0.4632
Epoch 1197/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4861 - val_loss: 0.3450 - val_recall: 0.4706
Epoch 1198/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3298 - recall: 0.4877 - val_loss: 0.3447 - val_recall: 0.4632
Epoch 1199/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4812 - val_loss: 0.3447 - val_recall: 0.4681
Epoch 1200/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4804 - val_loss: 0.3450 - val_recall: 0.4632
Epoch 1201/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4820 - val_loss: 0.3455 - val_recall: 0.4485
Epoch 1202/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4935 - val_loss: 0.3448 - val_recall: 0.4510
Epoch 1203/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4869 - val_loss: 0.3460 - val_recall: 0.4240
Epoch 1204/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3452 - val_recall: 0.4436
Epoch 1205/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4869 - val_loss: 0.3451 - val_recall: 0.4559
Epoch 1206/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4804 - val_loss: 0.3455 - val_recall: 0.4926
Epoch 1207/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4967 - val_loss: 0.3457 - val_recall: 0.4289
Epoch 1208/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4877 - val_loss: 0.3467 - val_recall: 0.4191
Epoch 1209/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4812 - val_loss: 0.3450 - val_recall: 0.4461
Epoch 1210/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4853 - val_loss: 0.3459 - val_recall: 0.4363
Epoch 1211/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4836 - val_loss: 0.3454 - val_recall: 0.4314
Epoch 1212/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4902 - val_loss: 0.3456 - val_recall: 0.4436
Epoch 1213/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4363
Epoch 1214/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4771 - val_loss: 0.3463 - val_recall: 0.4265
Epoch 1215/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4975 - val_loss: 0.3452 - val_recall: 0.4510
Epoch 1216/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4836 - val_loss: 0.3451 - val_recall: 0.4657
Epoch 1217/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4820 - val_loss: 0.3451 - val_recall: 0.4632
Epoch 1218/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4877 - val_loss: 0.3450 - val_recall: 0.4877
Epoch 1219/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4885 - val_loss: 0.3467 - val_recall: 0.4142
Epoch 1220/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4885 - val_loss: 0.3462 - val_recall: 0.4265
Epoch 1221/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4894 - val_loss: 0.3454 - val_recall: 0.4436
Epoch 1222/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4828 - val_loss: 0.3446 - val_recall: 0.4706
Epoch 1223/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4853 - val_loss: 0.3448 - val_recall: 0.4510
Epoch 1224/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4853 - val_loss: 0.3453 - val_recall: 0.4510
Epoch 1225/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4902 - val_loss: 0.3448 - val_recall: 0.4632
Epoch 1226/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4795 - val_loss: 0.3457 - val_recall: 0.4338
Epoch 1227/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3455 - val_recall: 0.4436
Epoch 1228/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4877 - val_loss: 0.3450 - val_recall: 0.4387
Epoch 1229/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4885 - val_loss: 0.3454 - val_recall: 0.4583
Epoch 1230/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4885 - val_loss: 0.3450 - val_recall: 0.4608
Epoch 1231/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4820 - val_loss: 0.3449 - val_recall: 0.4632
Epoch 1232/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3308 - recall: 0.4804 - val_loss: 0.3468 - val_recall: 0.5049
Epoch 1233/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4910 - val_loss: 0.3455 - val_recall: 0.4363
Epoch 1234/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4804 - val_loss: 0.3452 - val_recall: 0.4755
Epoch 1235/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4836 - val_loss: 0.3447 - val_recall: 0.4681
Epoch 1236/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3449 - val_recall: 0.4583
Epoch 1237/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4787 - val_loss: 0.3457 - val_recall: 0.4951
Epoch 1238/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.5016 - val_loss: 0.3455 - val_recall: 0.4583
Epoch 1239/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4853 - val_loss: 0.3454 - val_recall: 0.4681
Epoch 1240/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4820 - val_loss: 0.3451 - val_recall: 0.4485
Epoch 1241/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3299 - recall: 0.4828 - val_loss: 0.3446 - val_recall: 0.4755
Epoch 1242/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4836 - val_loss: 0.3453 - val_recall: 0.4706
Epoch 1243/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4877 - val_loss: 0.3450 - val_recall: 0.4755
Epoch 1244/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4853 - val_loss: 0.3448 - val_recall: 0.4485
Epoch 1245/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4877 - val_loss: 0.3459 - val_recall: 0.4338
Epoch 1246/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4746 - val_loss: 0.3453 - val_recall: 0.4583
Epoch 1247/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4869 - val_loss: 0.3457 - val_recall: 0.4363
Epoch 1248/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4861 - val_loss: 0.3453 - val_recall: 0.4363
Epoch 1249/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4959 - val_loss: 0.3460 - val_recall: 0.4338
Epoch 1250/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4861 - val_loss: 0.3449 - val_recall: 0.4559
Epoch 1251/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4845 - val_loss: 0.3448 - val_recall: 0.4559
Epoch 1252/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4902 - val_loss: 0.3448 - val_recall: 0.4608
Epoch 1253/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4869 - val_loss: 0.3454 - val_recall: 0.4436
Epoch 1254/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4845 - val_loss: 0.3469 - val_recall: 0.4240
Epoch 1255/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4820 - val_loss: 0.3448 - val_recall: 0.4583
Epoch 1256/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3294 - recall: 0.4910 - val_loss: 0.3456 - val_recall: 0.4412
Epoch 1257/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4787 - val_loss: 0.3452 - val_recall: 0.4608
Epoch 1258/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4885 - val_loss: 0.3450 - val_recall: 0.4559
Epoch 1259/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3452 - val_recall: 0.4387
Epoch 1260/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3460 - val_recall: 0.4436
Epoch 1261/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4877 - val_loss: 0.3463 - val_recall: 0.4338
Epoch 1262/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4853 - val_loss: 0.3462 - val_recall: 0.4289
Epoch 1263/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4902 - val_loss: 0.3457 - val_recall: 0.4363
Epoch 1264/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4845 - val_loss: 0.3450 - val_recall: 0.4681
Epoch 1265/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3456 - val_recall: 0.4412
Epoch 1266/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4853 - val_loss: 0.3464 - val_recall: 0.4216
Epoch 1267/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4787 - val_loss: 0.3457 - val_recall: 0.4608
Epoch 1268/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4869 - val_loss: 0.3456 - val_recall: 0.4534
Epoch 1269/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4820 - val_loss: 0.3451 - val_recall: 0.4657
Epoch 1270/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4836 - val_loss: 0.3461 - val_recall: 0.4338
Epoch 1271/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4845 - val_loss: 0.3451 - val_recall: 0.4608
Epoch 1272/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4836 - val_loss: 0.3454 - val_recall: 0.4559
Epoch 1273/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4885 - val_loss: 0.3453 - val_recall: 0.4681
Epoch 1274/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4885 - val_loss: 0.3451 - val_recall: 0.4730
Epoch 1275/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4869 - val_loss: 0.3464 - val_recall: 0.4363
Epoch 1276/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3446 - val_recall: 0.4657
Epoch 1277/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4918 - val_loss: 0.3455 - val_recall: 0.4534
Epoch 1278/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4763 - val_loss: 0.3457 - val_recall: 0.4902
Epoch 1279/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3303 - recall: 0.4836 - val_loss: 0.3453 - val_recall: 0.4583
Epoch 1280/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3455 - val_recall: 0.4461
Epoch 1281/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4869 - val_loss: 0.3458 - val_recall: 0.4387
Epoch 1282/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4951 - val_loss: 0.3476 - val_recall: 0.4191
Epoch 1283/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4795 - val_loss: 0.3452 - val_recall: 0.4779
Epoch 1284/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4812 - val_loss: 0.3462 - val_recall: 0.4216
Epoch 1285/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4771 - val_loss: 0.3454 - val_recall: 0.4755
Epoch 1286/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4885 - val_loss: 0.3461 - val_recall: 0.4363
Epoch 1287/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4926 - val_loss: 0.3455 - val_recall: 0.4363
Epoch 1288/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4894 - val_loss: 0.3454 - val_recall: 0.4681
Epoch 1289/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4853 - val_loss: 0.3454 - val_recall: 0.4534
Epoch 1290/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3454 - val_recall: 0.4485
Epoch 1291/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4779 - val_loss: 0.3456 - val_recall: 0.4559
Epoch 1292/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4918 - val_loss: 0.3453 - val_recall: 0.4485
Epoch 1293/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3453 - val_recall: 0.4559
Epoch 1294/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4894 - val_loss: 0.3456 - val_recall: 0.4534
Epoch 1295/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4820 - val_loss: 0.3464 - val_recall: 0.4314
Epoch 1296/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4975 - val_loss: 0.3457 - val_recall: 0.4510
Epoch 1297/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4828 - val_loss: 0.3458 - val_recall: 0.4363
Epoch 1298/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4812 - val_loss: 0.3451 - val_recall: 0.4828
Epoch 1299/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4771 - val_loss: 0.3459 - val_recall: 0.4559
Epoch 1300/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4910 - val_loss: 0.3461 - val_recall: 0.4338
Epoch 1301/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4951 - val_loss: 0.3457 - val_recall: 0.4510
Epoch 1302/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4746 - val_loss: 0.3452 - val_recall: 0.4657
Epoch 1303/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4877 - val_loss: 0.3465 - val_recall: 0.4877
Epoch 1304/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4828 - val_loss: 0.3455 - val_recall: 0.4730
Epoch 1305/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3456 - val_recall: 0.4412
Epoch 1306/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4795 - val_loss: 0.3458 - val_recall: 0.4632
Epoch 1307/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4869 - val_loss: 0.3462 - val_recall: 0.4387
Epoch 1308/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4951 - val_loss: 0.3473 - val_recall: 0.4069
Epoch 1309/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4877 - val_loss: 0.3460 - val_recall: 0.4510
Epoch 1310/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4877 - val_loss: 0.3450 - val_recall: 0.4485
Epoch 1311/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4869 - val_loss: 0.3459 - val_recall: 0.4436
Epoch 1312/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4853 - val_loss: 0.3458 - val_recall: 0.4436
Epoch 1313/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4673 - val_loss: 0.3459 - val_recall: 0.4632
Epoch 1314/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4877 - val_loss: 0.3454 - val_recall: 0.4534
Epoch 1315/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4910 - val_loss: 0.3452 - val_recall: 0.4681
Epoch 1316/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4967 - val_loss: 0.3453 - val_recall: 0.4485
Epoch 1317/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4787 - val_loss: 0.3455 - val_recall: 0.4485
Epoch 1318/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4869 - val_loss: 0.3459 - val_recall: 0.4608
Epoch 1319/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4975 - val_loss: 0.3455 - val_recall: 0.4583
Epoch 1320/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4779 - val_loss: 0.3451 - val_recall: 0.4632
Epoch 1321/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4877 - val_loss: 0.3459 - val_recall: 0.4412
Epoch 1322/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4722 - val_loss: 0.3467 - val_recall: 0.5000
Epoch 1323/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4935 - val_loss: 0.3455 - val_recall: 0.4534
Epoch 1324/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4861 - val_loss: 0.3459 - val_recall: 0.4583
Epoch 1325/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4812 - val_loss: 0.3451 - val_recall: 0.4583
Epoch 1326/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4853 - val_loss: 0.3456 - val_recall: 0.4608
Epoch 1327/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4795 - val_loss: 0.3454 - val_recall: 0.4534
Epoch 1328/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4926 - val_loss: 0.3469 - val_recall: 0.4216
Epoch 1329/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4812 - val_loss: 0.3461 - val_recall: 0.4461
Epoch 1330/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3464 - val_recall: 0.4216
Epoch 1331/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4853 - val_loss: 0.3452 - val_recall: 0.4583
Epoch 1332/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4795 - val_loss: 0.3460 - val_recall: 0.4828
Epoch 1333/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4836 - val_loss: 0.3457 - val_recall: 0.4608
Epoch 1334/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3295 - recall: 0.4755 - val_loss: 0.3451 - val_recall: 0.4657
Epoch 1335/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4992 - val_loss: 0.3458 - val_recall: 0.4436
Epoch 1336/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4820 - val_loss: 0.3461 - val_recall: 0.4559
Epoch 1337/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4902 - val_loss: 0.3453 - val_recall: 0.4534
Epoch 1338/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4795 - val_loss: 0.3455 - val_recall: 0.4583
Epoch 1339/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3294 - recall: 0.4877 - val_loss: 0.3461 - val_recall: 0.4877
Epoch 1340/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4926 - val_loss: 0.3457 - val_recall: 0.4534
Epoch 1341/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4861 - val_loss: 0.3476 - val_recall: 0.4020
Epoch 1342/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4779 - val_loss: 0.3455 - val_recall: 0.4559
Epoch 1343/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4861 - val_loss: 0.3456 - val_recall: 0.4583
Epoch 1344/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4918 - val_loss: 0.3459 - val_recall: 0.4485
Epoch 1345/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4755 - val_loss: 0.3459 - val_recall: 0.4706
Epoch 1346/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4967 - val_loss: 0.3478 - val_recall: 0.4118
Epoch 1347/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4804 - val_loss: 0.3475 - val_recall: 0.4314
Epoch 1348/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4910 - val_loss: 0.3457 - val_recall: 0.4583
Epoch 1349/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4820 - val_loss: 0.3454 - val_recall: 0.4583
Epoch 1350/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4902 - val_loss: 0.3461 - val_recall: 0.4436
Epoch 1351/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4853 - val_loss: 0.3469 - val_recall: 0.4289
Epoch 1352/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4763 - val_loss: 0.3455 - val_recall: 0.4534
Epoch 1353/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4935 - val_loss: 0.3459 - val_recall: 0.4706
Epoch 1354/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4902 - val_loss: 0.3460 - val_recall: 0.4412
Epoch 1355/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4779 - val_loss: 0.3453 - val_recall: 0.4510
Epoch 1356/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3454 - val_recall: 0.4632
Epoch 1357/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4885 - val_loss: 0.3457 - val_recall: 0.4534
Epoch 1358/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4828 - val_loss: 0.3458 - val_recall: 0.4730
Epoch 1359/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4755 - val_loss: 0.3458 - val_recall: 0.4534
Epoch 1360/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4926 - val_loss: 0.3457 - val_recall: 0.4534
Epoch 1361/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3455 - val_recall: 0.4534
Epoch 1362/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4804 - val_loss: 0.3458 - val_recall: 0.4583
Epoch 1363/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4746 - val_loss: 0.3471 - val_recall: 0.5025
Epoch 1364/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5016 - val_loss: 0.3458 - val_recall: 0.4436
Epoch 1365/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4910 - val_loss: 0.3460 - val_recall: 0.4461
Epoch 1366/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4861 - val_loss: 0.3455 - val_recall: 0.4657
Epoch 1367/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4845 - val_loss: 0.3456 - val_recall: 0.4632
Epoch 1368/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4861 - val_loss: 0.3459 - val_recall: 0.4485
Epoch 1369/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4869 - val_loss: 0.3456 - val_recall: 0.4583
Epoch 1370/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4820 - val_loss: 0.3463 - val_recall: 0.4363
Epoch 1371/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4836 - val_loss: 0.3463 - val_recall: 0.4902
Epoch 1372/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4877 - val_loss: 0.3461 - val_recall: 0.4559
Epoch 1373/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4779
Epoch 1374/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4869 - val_loss: 0.3454 - val_recall: 0.4534
Epoch 1375/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4885 - val_loss: 0.3459 - val_recall: 0.4461
Epoch 1376/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4910 - val_loss: 0.3466 - val_recall: 0.4314
Epoch 1377/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4812 - val_loss: 0.3457 - val_recall: 0.4583
Epoch 1378/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4877 - val_loss: 0.3469 - val_recall: 0.4289
Epoch 1379/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4836 - val_loss: 0.3447 - val_recall: 0.4681
Epoch 1380/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4812 - val_loss: 0.3458 - val_recall: 0.4510
Epoch 1381/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4885 - val_loss: 0.3465 - val_recall: 0.4387
Epoch 1382/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4935 - val_loss: 0.3460 - val_recall: 0.4436
Epoch 1383/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4787 - val_loss: 0.3466 - val_recall: 0.4902
Epoch 1384/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4877 - val_loss: 0.3463 - val_recall: 0.4387
Epoch 1385/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4722 - val_loss: 0.3459 - val_recall: 0.4583
Epoch 1386/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4894 - val_loss: 0.3463 - val_recall: 0.4412
Epoch 1387/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4902 - val_loss: 0.3456 - val_recall: 0.4755
Epoch 1388/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4828 - val_loss: 0.3458 - val_recall: 0.4559
Epoch 1389/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4943 - val_loss: 0.3482 - val_recall: 0.4069
Epoch 1390/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4714 - val_loss: 0.3457 - val_recall: 0.4902
Epoch 1391/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4779 - val_loss: 0.3459 - val_recall: 0.4559
Epoch 1392/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4902 - val_loss: 0.3461 - val_recall: 0.4387
Epoch 1393/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3458 - val_recall: 0.4436
Epoch 1394/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4836 - val_loss: 0.3461 - val_recall: 0.4559
Epoch 1395/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4853 - val_loss: 0.3461 - val_recall: 0.4485
Epoch 1396/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4918 - val_loss: 0.3464 - val_recall: 0.4363
Epoch 1397/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4877 - val_loss: 0.3471 - val_recall: 0.4265
Epoch 1398/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4820 - val_loss: 0.3455 - val_recall: 0.4632
Epoch 1399/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4853 - val_loss: 0.3461 - val_recall: 0.4534
Epoch 1400/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4836 - val_loss: 0.3459 - val_recall: 0.4755
Epoch 1401/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4853 - val_loss: 0.3464 - val_recall: 0.4534
Epoch 1402/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4894 - val_loss: 0.3453 - val_recall: 0.4534
Epoch 1403/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4779 - val_loss: 0.3456 - val_recall: 0.4510
Epoch 1404/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4918 - val_loss: 0.3462 - val_recall: 0.4461
Epoch 1405/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4828 - val_loss: 0.3456 - val_recall: 0.4534
Epoch 1406/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4812 - val_loss: 0.3457 - val_recall: 0.4681
Epoch 1407/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4559
Epoch 1408/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4959 - val_loss: 0.3458 - val_recall: 0.4387
Epoch 1409/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4714 - val_loss: 0.3461 - val_recall: 0.4853
Epoch 1410/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4943 - val_loss: 0.3461 - val_recall: 0.4412
Epoch 1411/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3295 - recall: 0.4828 - val_loss: 0.3469 - val_recall: 0.4314
Epoch 1412/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3290 - recall: 0.4738 - val_loss: 0.3459 - val_recall: 0.4853
Epoch 1413/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4975 - val_loss: 0.3464 - val_recall: 0.4289
Epoch 1414/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4885 - val_loss: 0.3460 - val_recall: 0.4534
Epoch 1415/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4910 - val_loss: 0.3470 - val_recall: 0.4387
Epoch 1416/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4820 - val_loss: 0.3459 - val_recall: 0.4608
Epoch 1417/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4910 - val_loss: 0.3462 - val_recall: 0.4485
Epoch 1418/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4779 - val_loss: 0.3456 - val_recall: 0.4828
Epoch 1419/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4559
Epoch 1420/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3464 - val_recall: 0.4681
Epoch 1421/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4885 - val_loss: 0.3458 - val_recall: 0.4657
Epoch 1422/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4902 - val_loss: 0.3462 - val_recall: 0.4412
Epoch 1423/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4804 - val_loss: 0.3459 - val_recall: 0.4461
Epoch 1424/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4812 - val_loss: 0.3459 - val_recall: 0.4755
Epoch 1425/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4861 - val_loss: 0.3455 - val_recall: 0.4436
Epoch 1426/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4845 - val_loss: 0.3455 - val_recall: 0.4681
Epoch 1427/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4828 - val_loss: 0.3471 - val_recall: 0.4265
Epoch 1428/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4853 - val_loss: 0.3460 - val_recall: 0.4681
Epoch 1429/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4861 - val_loss: 0.3473 - val_recall: 0.4093
Epoch 1430/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4918 - val_loss: 0.3462 - val_recall: 0.4534
Epoch 1431/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4804 - val_loss: 0.3458 - val_recall: 0.4657
Epoch 1432/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4510
Epoch 1433/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4869 - val_loss: 0.3469 - val_recall: 0.4289
Epoch 1434/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4836 - val_loss: 0.3457 - val_recall: 0.4755
Epoch 1435/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4804 - val_loss: 0.3463 - val_recall: 0.4485
Epoch 1436/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4845 - val_loss: 0.3453 - val_recall: 0.4534
Epoch 1437/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4951 - val_loss: 0.3467 - val_recall: 0.4412
Epoch 1438/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4795 - val_loss: 0.3461 - val_recall: 0.4338
Epoch 1439/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4935 - val_loss: 0.3458 - val_recall: 0.4387
Epoch 1440/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4869 - val_loss: 0.3459 - val_recall: 0.4534
Epoch 1441/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4894 - val_loss: 0.3457 - val_recall: 0.4608
Epoch 1442/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4705 - val_loss: 0.3456 - val_recall: 0.4583
Epoch 1443/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4951 - val_loss: 0.3457 - val_recall: 0.4436
Epoch 1444/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4812 - val_loss: 0.3458 - val_recall: 0.4608
Epoch 1445/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4787 - val_loss: 0.3458 - val_recall: 0.4681
Epoch 1446/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4559
Epoch 1447/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4836 - val_loss: 0.3466 - val_recall: 0.4412
Epoch 1448/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4812 - val_loss: 0.3483 - val_recall: 0.4069
Epoch 1449/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4902 - val_loss: 0.3466 - val_recall: 0.4265
Epoch 1450/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4812 - val_loss: 0.3461 - val_recall: 0.4412
Epoch 1451/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4755 - val_loss: 0.3462 - val_recall: 0.4412
Epoch 1452/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4885 - val_loss: 0.3464 - val_recall: 0.4387
Epoch 1453/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3461 - val_recall: 0.4583
Epoch 1454/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4869 - val_loss: 0.3461 - val_recall: 0.4632
Epoch 1455/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4926 - val_loss: 0.3459 - val_recall: 0.4461
Epoch 1456/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4559
Epoch 1457/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4885 - val_loss: 0.3457 - val_recall: 0.4412
Epoch 1458/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4902 - val_loss: 0.3461 - val_recall: 0.4461
Epoch 1459/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4746 - val_loss: 0.3464 - val_recall: 0.4853
Epoch 1460/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3467 - val_recall: 0.4387
Epoch 1461/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3459 - val_recall: 0.4583
Epoch 1462/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4820 - val_loss: 0.3459 - val_recall: 0.4534
Epoch 1463/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4779 - val_loss: 0.3461 - val_recall: 0.4877
Epoch 1464/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4992 - val_loss: 0.3460 - val_recall: 0.4485
Epoch 1465/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4763 - val_loss: 0.3455 - val_recall: 0.4681
Epoch 1466/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3455 - val_recall: 0.4706
Epoch 1467/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4959 - val_loss: 0.3463 - val_recall: 0.4485
Epoch 1468/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3458 - val_recall: 0.4534
Epoch 1469/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4812 - val_loss: 0.3462 - val_recall: 0.4534
Epoch 1470/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4534
Epoch 1471/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4412
Epoch 1472/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4812 - val_loss: 0.3459 - val_recall: 0.4559
Epoch 1473/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4869 - val_loss: 0.3464 - val_recall: 0.4485
Epoch 1474/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4787 - val_loss: 0.3455 - val_recall: 0.4632
Epoch 1475/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4836 - val_loss: 0.3461 - val_recall: 0.4461
Epoch 1476/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4869 - val_loss: 0.3461 - val_recall: 0.4534
Epoch 1477/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4787 - val_loss: 0.3454 - val_recall: 0.4730
Epoch 1478/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4853 - val_loss: 0.3462 - val_recall: 0.4412
Epoch 1479/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4861 - val_loss: 0.3467 - val_recall: 0.4877
Epoch 1480/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4877 - val_loss: 0.3470 - val_recall: 0.4240
Epoch 1481/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4689 - val_loss: 0.3467 - val_recall: 0.4902
Epoch 1482/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4959 - val_loss: 0.3458 - val_recall: 0.4412
Epoch 1483/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4804 - val_loss: 0.3460 - val_recall: 0.4632
Epoch 1484/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4861 - val_loss: 0.3468 - val_recall: 0.4387
Epoch 1485/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4828 - val_loss: 0.3463 - val_recall: 0.4338
Epoch 1486/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4885 - val_loss: 0.3473 - val_recall: 0.4216
Epoch 1487/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4910 - val_loss: 0.3474 - val_recall: 0.4265
Epoch 1488/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4787 - val_loss: 0.3461 - val_recall: 0.4363
Epoch 1489/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.4820 - val_loss: 0.3466 - val_recall: 0.4338
Epoch 1490/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4951 - val_loss: 0.3460 - val_recall: 0.4436
Epoch 1491/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4746 - val_loss: 0.3465 - val_recall: 0.4387
Epoch 1492/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3461 - val_recall: 0.4387
Epoch 1493/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4861 - val_loss: 0.3462 - val_recall: 0.4657
Epoch 1494/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3471 - val_recall: 0.4216
Epoch 1495/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4845 - val_loss: 0.3478 - val_recall: 0.4191
Epoch 1496/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4714 - val_loss: 0.3463 - val_recall: 0.4926
Epoch 1497/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4853 - val_loss: 0.3459 - val_recall: 0.4510
Epoch 1498/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4877 - val_loss: 0.3459 - val_recall: 0.4583
Epoch 1499/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3456 - val_recall: 0.4608
Epoch 1500/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4583
Epoch 1501/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4902 - val_loss: 0.3477 - val_recall: 0.4216
Epoch 1502/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4926 - val_loss: 0.3459 - val_recall: 0.4534
Epoch 1503/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4738 - val_loss: 0.3457 - val_recall: 0.4583
Epoch 1504/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4894 - val_loss: 0.3462 - val_recall: 0.4632
Epoch 1505/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4926 - val_loss: 0.3462 - val_recall: 0.4485
Epoch 1506/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4845 - val_loss: 0.3451 - val_recall: 0.4632
Epoch 1507/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4861 - val_loss: 0.3461 - val_recall: 0.4583
Epoch 1508/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3454 - val_recall: 0.4583
Epoch 1509/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4935 - val_loss: 0.3460 - val_recall: 0.4632
Epoch 1510/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4885 - val_loss: 0.3460 - val_recall: 0.4412
Epoch 1511/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4804 - val_loss: 0.3457 - val_recall: 0.4706
Epoch 1512/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4853 - val_loss: 0.3460 - val_recall: 0.4706
Epoch 1513/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4894 - val_loss: 0.3464 - val_recall: 0.4510
Epoch 1514/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4861 - val_loss: 0.3464 - val_recall: 0.4436
Epoch 1515/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4861 - val_loss: 0.3464 - val_recall: 0.4387
Epoch 1516/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4853 - val_loss: 0.3464 - val_recall: 0.4828
Epoch 1517/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4910 - val_loss: 0.3461 - val_recall: 0.4779
Epoch 1518/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4926 - val_loss: 0.3459 - val_recall: 0.4461
Epoch 1519/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4869 - val_loss: 0.3476 - val_recall: 0.4338
Epoch 1520/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4787 - val_loss: 0.3454 - val_recall: 0.4510
Epoch 1521/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4845 - val_loss: 0.3462 - val_recall: 0.4559
Epoch 1522/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3459 - val_recall: 0.4608
Epoch 1523/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4771 - val_loss: 0.3467 - val_recall: 0.4877
Epoch 1524/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4926 - val_loss: 0.3453 - val_recall: 0.4583
Epoch 1525/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4918 - val_loss: 0.3486 - val_recall: 0.3922
Epoch 1526/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4779 - val_loss: 0.3459 - val_recall: 0.4681
Epoch 1527/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4861 - val_loss: 0.3469 - val_recall: 0.4755
Epoch 1528/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4992 - val_loss: 0.3473 - val_recall: 0.4191
Epoch 1529/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4853 - val_loss: 0.3471 - val_recall: 0.4216
Epoch 1530/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4902 - val_loss: 0.3455 - val_recall: 0.4510
Epoch 1531/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4820 - val_loss: 0.3460 - val_recall: 0.4510
Epoch 1532/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4902 - val_loss: 0.3465 - val_recall: 0.4412
Epoch 1533/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4877 - val_loss: 0.3483 - val_recall: 0.3995
Epoch 1534/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4820 - val_loss: 0.3458 - val_recall: 0.4681
Epoch 1535/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4705 - val_loss: 0.3457 - val_recall: 0.4853
Epoch 1536/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3300 - recall: 0.4918 - val_loss: 0.3460 - val_recall: 0.4804
Epoch 1537/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4845 - val_loss: 0.3467 - val_recall: 0.4412
Epoch 1538/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3456 - val_recall: 0.4559
Epoch 1539/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4795 - val_loss: 0.3461 - val_recall: 0.4706
Epoch 1540/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4877 - val_loss: 0.3458 - val_recall: 0.4485
Epoch 1541/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4877 - val_loss: 0.3464 - val_recall: 0.4338
Epoch 1542/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4877
Epoch 1543/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4795 - val_loss: 0.3459 - val_recall: 0.4461
Epoch 1544/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4951 - val_loss: 0.3463 - val_recall: 0.4608
Epoch 1545/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4820 - val_loss: 0.3457 - val_recall: 0.4608
Epoch 1546/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4910 - val_loss: 0.3457 - val_recall: 0.4534
Epoch 1547/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4910 - val_loss: 0.3460 - val_recall: 0.4436
Epoch 1548/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4804 - val_loss: 0.3467 - val_recall: 0.4902
Epoch 1549/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4877 - val_loss: 0.3481 - val_recall: 0.4191
Epoch 1550/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3461 - val_recall: 0.4779
Epoch 1551/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4845 - val_loss: 0.3464 - val_recall: 0.4436
Epoch 1552/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4820 - val_loss: 0.3469 - val_recall: 0.4902
Epoch 1553/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4885 - val_loss: 0.3459 - val_recall: 0.4632
Epoch 1554/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4869 - val_loss: 0.3460 - val_recall: 0.4534
Epoch 1555/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4779 - val_loss: 0.3453 - val_recall: 0.4755
Epoch 1556/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4795 - val_loss: 0.3456 - val_recall: 0.4583
Epoch 1557/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4918 - val_loss: 0.3464 - val_recall: 0.4485
Epoch 1558/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4869 - val_loss: 0.3467 - val_recall: 0.4314
Epoch 1559/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4763 - val_loss: 0.3460 - val_recall: 0.4681
Epoch 1560/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4926 - val_loss: 0.3460 - val_recall: 0.4412
Epoch 1561/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4828 - val_loss: 0.3461 - val_recall: 0.4436
Epoch 1562/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3462 - val_recall: 0.4485
Epoch 1563/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4853 - val_loss: 0.3467 - val_recall: 0.4240
Epoch 1564/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4836 - val_loss: 0.3459 - val_recall: 0.4632
Epoch 1565/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4861 - val_loss: 0.3457 - val_recall: 0.4632
Epoch 1566/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4828 - val_loss: 0.3459 - val_recall: 0.4853
Epoch 1567/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4984 - val_loss: 0.3464 - val_recall: 0.4363
Epoch 1568/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4861 - val_loss: 0.3459 - val_recall: 0.4657
Epoch 1569/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4795 - val_loss: 0.3465 - val_recall: 0.4338
Epoch 1570/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4885 - val_loss: 0.3463 - val_recall: 0.4877
Epoch 1571/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4918 - val_loss: 0.3471 - val_recall: 0.4167
Epoch 1572/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4787 - val_loss: 0.3459 - val_recall: 0.4534
Epoch 1573/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4877 - val_loss: 0.3455 - val_recall: 0.4657
Epoch 1574/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3454 - val_recall: 0.4510
Epoch 1575/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4755 - val_loss: 0.3460 - val_recall: 0.4632
Epoch 1576/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4820 - val_loss: 0.3456 - val_recall: 0.4730
Epoch 1577/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3461 - val_recall: 0.4632
Epoch 1578/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4828 - val_loss: 0.3458 - val_recall: 0.4657
Epoch 1579/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4877 - val_loss: 0.3469 - val_recall: 0.4338
Epoch 1580/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4902 - val_loss: 0.3459 - val_recall: 0.4485
Epoch 1581/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3461 - val_recall: 0.4559
Epoch 1582/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4910 - val_loss: 0.3463 - val_recall: 0.4436
Epoch 1583/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4804 - val_loss: 0.3460 - val_recall: 0.4436
Epoch 1584/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4902 - val_loss: 0.3468 - val_recall: 0.4216
Epoch 1585/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4836 - val_loss: 0.3459 - val_recall: 0.4485
Epoch 1586/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4828 - val_loss: 0.3456 - val_recall: 0.4853
Epoch 1587/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3472 - val_recall: 0.4191
Epoch 1588/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4836 - val_loss: 0.3463 - val_recall: 0.4485
Epoch 1589/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4795 - val_loss: 0.3464 - val_recall: 0.4412
Epoch 1590/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4828 - val_loss: 0.3463 - val_recall: 0.4314
Epoch 1591/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3299 - recall: 0.4910 - val_loss: 0.3459 - val_recall: 0.4583
Epoch 1592/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4804 - val_loss: 0.3464 - val_recall: 0.4510
Epoch 1593/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4877 - val_loss: 0.3459 - val_recall: 0.4387
Epoch 1594/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4853 - val_loss: 0.3463 - val_recall: 0.4853
Epoch 1595/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3284 - recall: 0.4885 - val_loss: 0.3478 - val_recall: 0.4191
Epoch 1596/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4787 - val_loss: 0.3458 - val_recall: 0.4706
Epoch 1597/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4779 - val_loss: 0.3459 - val_recall: 0.4632
Epoch 1598/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4959 - val_loss: 0.3461 - val_recall: 0.4632
Epoch 1599/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4853 - val_loss: 0.3460 - val_recall: 0.4583
Epoch 1600/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3460 - val_recall: 0.4730
Epoch 1601/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4795 - val_loss: 0.3466 - val_recall: 0.4314
Epoch 1602/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4812 - val_loss: 0.3458 - val_recall: 0.4559
Epoch 1603/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4959 - val_loss: 0.3466 - val_recall: 0.4559
Epoch 1604/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4730 - val_loss: 0.3466 - val_recall: 0.4853
Epoch 1605/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4853 - val_loss: 0.3469 - val_recall: 0.4265
Epoch 1606/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.5016 - val_loss: 0.3474 - val_recall: 0.4167
Epoch 1607/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4894 - val_loss: 0.3463 - val_recall: 0.4510
Epoch 1608/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4861 - val_loss: 0.3459 - val_recall: 0.4510
Epoch 1609/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4746 - val_loss: 0.3460 - val_recall: 0.4485
Epoch 1610/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4828 - val_loss: 0.3461 - val_recall: 0.4510
Epoch 1611/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4967 - val_loss: 0.3469 - val_recall: 0.4485
Epoch 1612/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4812 - val_loss: 0.3472 - val_recall: 0.4289
Epoch 1613/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4812 - val_loss: 0.3461 - val_recall: 0.4412
Epoch 1614/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3464 - val_recall: 0.4436
Epoch 1615/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4869 - val_loss: 0.3460 - val_recall: 0.4485
Epoch 1616/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3467 - val_recall: 0.4314
Epoch 1617/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3464 - val_recall: 0.4583
Epoch 1618/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4885 - val_loss: 0.3472 - val_recall: 0.4289
Epoch 1619/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4885 - val_loss: 0.3464 - val_recall: 0.4363
Epoch 1620/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4755 - val_loss: 0.3457 - val_recall: 0.4559
Epoch 1621/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4910 - val_loss: 0.3464 - val_recall: 0.4632
Epoch 1622/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4845 - val_loss: 0.3463 - val_recall: 0.4583
Epoch 1623/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4935 - val_loss: 0.3464 - val_recall: 0.4412
Epoch 1624/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4804 - val_loss: 0.3464 - val_recall: 0.4755
Epoch 1625/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4902 - val_loss: 0.3461 - val_recall: 0.4510
Epoch 1626/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4705 - val_loss: 0.3467 - val_recall: 0.4534
Epoch 1627/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4853
Epoch 1628/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3296 - recall: 0.4828 - val_loss: 0.3465 - val_recall: 0.4559
Epoch 1629/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4885 - val_loss: 0.3459 - val_recall: 0.4583
Epoch 1630/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4935 - val_loss: 0.3474 - val_recall: 0.4216
Epoch 1631/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4812 - val_loss: 0.3461 - val_recall: 0.4853
Epoch 1632/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4861 - val_loss: 0.3465 - val_recall: 0.4412
Epoch 1633/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4836 - val_loss: 0.3457 - val_recall: 0.4632
Epoch 1634/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3468 - val_recall: 0.4485
Epoch 1635/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4926 - val_loss: 0.3457 - val_recall: 0.4534
Epoch 1636/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3478 - val_recall: 0.4265
Epoch 1637/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4828 - val_loss: 0.3467 - val_recall: 0.4289
Epoch 1638/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4992 - val_loss: 0.3467 - val_recall: 0.4387
Epoch 1639/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4820 - val_loss: 0.3477 - val_recall: 0.4093
Epoch 1640/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4804 - val_loss: 0.3472 - val_recall: 0.4289
Epoch 1641/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4804 - val_loss: 0.3466 - val_recall: 0.4779
Epoch 1642/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4984 - val_loss: 0.3466 - val_recall: 0.4338
Epoch 1643/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4730 - val_loss: 0.3459 - val_recall: 0.4804
Epoch 1644/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3471 - val_recall: 0.4387
Epoch 1645/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4722 - val_loss: 0.3454 - val_recall: 0.4681
Epoch 1646/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4926 - val_loss: 0.3481 - val_recall: 0.4167
Epoch 1647/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4804 - val_loss: 0.3471 - val_recall: 0.4289
Epoch 1648/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4894 - val_loss: 0.3462 - val_recall: 0.4485
Epoch 1649/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4820 - val_loss: 0.3467 - val_recall: 0.4363
Epoch 1650/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4894 - val_loss: 0.3461 - val_recall: 0.4608
Epoch 1651/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4836 - val_loss: 0.3469 - val_recall: 0.4265
Epoch 1652/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4771 - val_loss: 0.3465 - val_recall: 0.4853
Epoch 1653/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4853 - val_loss: 0.3465 - val_recall: 0.4559
Epoch 1654/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4910 - val_loss: 0.3463 - val_recall: 0.4436
Epoch 1655/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3467 - val_recall: 0.4363
Epoch 1656/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.5000 - val_loss: 0.3465 - val_recall: 0.4461
Epoch 1657/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4771 - val_loss: 0.3459 - val_recall: 0.4804
Epoch 1658/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4869 - val_loss: 0.3459 - val_recall: 0.4583
Epoch 1659/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4869 - val_loss: 0.3464 - val_recall: 0.4559
Epoch 1660/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4812 - val_loss: 0.3462 - val_recall: 0.4559
Epoch 1661/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4845 - val_loss: 0.3463 - val_recall: 0.4485
Epoch 1662/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4959 - val_loss: 0.3466 - val_recall: 0.4412
Epoch 1663/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4812 - val_loss: 0.3463 - val_recall: 0.4559
Epoch 1664/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3478 - val_recall: 0.4191
Epoch 1665/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4812 - val_loss: 0.3466 - val_recall: 0.4363
Epoch 1666/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4943 - val_loss: 0.3463 - val_recall: 0.4412
Epoch 1667/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4820 - val_loss: 0.3469 - val_recall: 0.4436
Epoch 1668/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4877 - val_loss: 0.3460 - val_recall: 0.4632
Epoch 1669/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4804 - val_loss: 0.3471 - val_recall: 0.4387
Epoch 1670/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3463 - val_recall: 0.4461
Epoch 1671/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4861 - val_loss: 0.3461 - val_recall: 0.4730
Epoch 1672/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4885 - val_loss: 0.3485 - val_recall: 0.4118
Epoch 1673/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3297 - recall: 0.4828 - val_loss: 0.3465 - val_recall: 0.4338
Epoch 1674/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4853 - val_loss: 0.3471 - val_recall: 0.4730
Epoch 1675/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4787 - val_loss: 0.3465 - val_recall: 0.4853
Epoch 1676/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4885 - val_loss: 0.3466 - val_recall: 0.4338
Epoch 1677/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4902 - val_loss: 0.3466 - val_recall: 0.4412
Epoch 1678/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4836 - val_loss: 0.3462 - val_recall: 0.4632
Epoch 1679/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3295 - recall: 0.4828 - val_loss: 0.3464 - val_recall: 0.4706
Epoch 1680/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4812 - val_loss: 0.3458 - val_recall: 0.4657
Epoch 1681/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4902 - val_loss: 0.3462 - val_recall: 0.4583
Epoch 1682/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3470 - val_recall: 0.4485
Epoch 1683/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4877 - val_loss: 0.3468 - val_recall: 0.4338
Epoch 1684/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4812 - val_loss: 0.3470 - val_recall: 0.4314
Epoch 1685/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3302 - recall: 0.4836 - val_loss: 0.3480 - val_recall: 0.4167
Epoch 1686/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4845 - val_loss: 0.3464 - val_recall: 0.4583
Epoch 1687/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4828 - val_loss: 0.3465 - val_recall: 0.4853
Epoch 1688/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4885 - val_loss: 0.3469 - val_recall: 0.4338
Epoch 1689/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4836 - val_loss: 0.3459 - val_recall: 0.4608
Epoch 1690/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4697 - val_loss: 0.3459 - val_recall: 0.4730
Epoch 1691/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4910 - val_loss: 0.3463 - val_recall: 0.4681
Epoch 1692/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4894 - val_loss: 0.3464 - val_recall: 0.4583
Epoch 1693/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4763 - val_loss: 0.3461 - val_recall: 0.4559
Epoch 1694/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4967 - val_loss: 0.3477 - val_recall: 0.4216
Epoch 1695/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3298 - recall: 0.4730 - val_loss: 0.3475 - val_recall: 0.4216
Epoch 1696/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.5025 - val_loss: 0.3466 - val_recall: 0.4485
Epoch 1697/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4746 - val_loss: 0.3465 - val_recall: 0.4657
Epoch 1698/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4926 - val_loss: 0.3463 - val_recall: 0.4510
Epoch 1699/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4836 - val_loss: 0.3461 - val_recall: 0.4706
Epoch 1700/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4894 - val_loss: 0.3469 - val_recall: 0.4436
Epoch 1701/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4812 - val_loss: 0.3459 - val_recall: 0.4436
Epoch 1702/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4804 - val_loss: 0.3473 - val_recall: 0.4828
Epoch 1703/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4804 - val_loss: 0.3460 - val_recall: 0.4853
Epoch 1704/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3294 - recall: 0.4975 - val_loss: 0.3469 - val_recall: 0.4289
Epoch 1705/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4738 - val_loss: 0.3463 - val_recall: 0.4681
Epoch 1706/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4894 - val_loss: 0.3473 - val_recall: 0.4436
Epoch 1707/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4902 - val_loss: 0.3460 - val_recall: 0.4510
Epoch 1708/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4771 - val_loss: 0.3474 - val_recall: 0.4289
Epoch 1709/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4853 - val_loss: 0.3467 - val_recall: 0.4412
Epoch 1710/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4918 - val_loss: 0.3475 - val_recall: 0.4338
Epoch 1711/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4795 - val_loss: 0.3466 - val_recall: 0.4632
Epoch 1712/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4828 - val_loss: 0.3466 - val_recall: 0.4461
Epoch 1713/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3474 - val_recall: 0.4314
Epoch 1714/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4746 - val_loss: 0.3467 - val_recall: 0.4387
Epoch 1715/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4918 - val_loss: 0.3480 - val_recall: 0.4142
Epoch 1716/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4885 - val_loss: 0.3471 - val_recall: 0.4363
Epoch 1717/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4763 - val_loss: 0.3458 - val_recall: 0.4828
Epoch 1718/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4935 - val_loss: 0.3472 - val_recall: 0.4314
Epoch 1719/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4877 - val_loss: 0.3466 - val_recall: 0.4436
Epoch 1720/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3463 - val_recall: 0.4534
Epoch 1721/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4804 - val_loss: 0.3469 - val_recall: 0.4412
Epoch 1722/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4894 - val_loss: 0.3467 - val_recall: 0.4412
Epoch 1723/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4836 - val_loss: 0.3466 - val_recall: 0.4559
Epoch 1724/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4795 - val_loss: 0.3471 - val_recall: 0.4902
Epoch 1725/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4935 - val_loss: 0.3464 - val_recall: 0.4632
Epoch 1726/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4828 - val_loss: 0.3461 - val_recall: 0.4681
Epoch 1727/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4894 - val_loss: 0.3471 - val_recall: 0.4853
Epoch 1728/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4885 - val_loss: 0.3463 - val_recall: 0.4387
Epoch 1729/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4935 - val_loss: 0.3470 - val_recall: 0.4387
Epoch 1730/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4869 - val_loss: 0.3486 - val_recall: 0.3995
Epoch 1731/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4861 - val_loss: 0.3463 - val_recall: 0.4461
Epoch 1732/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4820 - val_loss: 0.3471 - val_recall: 0.4510
Epoch 1733/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4877 - val_loss: 0.3468 - val_recall: 0.4461
Epoch 1734/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3286 - recall: 0.4935 - val_loss: 0.3483 - val_recall: 0.4191
Epoch 1735/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4820 - val_loss: 0.3465 - val_recall: 0.4583
Epoch 1736/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3466 - val_recall: 0.4608
Epoch 1737/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4935 - val_loss: 0.3469 - val_recall: 0.4559
Epoch 1738/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4714 - val_loss: 0.3464 - val_recall: 0.4485
Epoch 1739/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3466 - val_recall: 0.4583
Epoch 1740/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3292 - recall: 0.4902 - val_loss: 0.3473 - val_recall: 0.4510
Epoch 1741/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4902 - val_loss: 0.3472 - val_recall: 0.4314
Epoch 1742/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4755 - val_loss: 0.3467 - val_recall: 0.4338
Epoch 1743/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4836 - val_loss: 0.3473 - val_recall: 0.4338
Epoch 1744/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4828 - val_loss: 0.3465 - val_recall: 0.4755
Epoch 1745/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4820 - val_loss: 0.3470 - val_recall: 0.4853
Epoch 1746/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4935 - val_loss: 0.3471 - val_recall: 0.4363
Epoch 1747/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4910 - val_loss: 0.3463 - val_recall: 0.4436
Epoch 1748/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4755 - val_loss: 0.3472 - val_recall: 0.4706
Epoch 1749/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3463 - val_recall: 0.4559
Epoch 1750/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3473 - val_recall: 0.4436
Epoch 1751/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4910 - val_loss: 0.3464 - val_recall: 0.4559
Epoch 1752/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4738 - val_loss: 0.3467 - val_recall: 0.4853
Epoch 1753/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4918 - val_loss: 0.3468 - val_recall: 0.4510
Epoch 1754/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3463 - val_recall: 0.4657
Epoch 1755/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4885 - val_loss: 0.3466 - val_recall: 0.4485
Epoch 1756/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3463 - val_recall: 0.4559
Epoch 1757/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4951 - val_loss: 0.3479 - val_recall: 0.4436
Epoch 1758/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3291 - recall: 0.4787 - val_loss: 0.3465 - val_recall: 0.4510
Epoch 1759/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4812 - val_loss: 0.3473 - val_recall: 0.4436
Epoch 1760/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4918 - val_loss: 0.3479 - val_recall: 0.4265
Epoch 1761/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4853 - val_loss: 0.3487 - val_recall: 0.4118
Epoch 1762/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4746 - val_loss: 0.3467 - val_recall: 0.4387
Epoch 1763/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4902 - val_loss: 0.3466 - val_recall: 0.4559
Epoch 1764/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4845 - val_loss: 0.3467 - val_recall: 0.4559
Epoch 1765/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4853 - val_loss: 0.3468 - val_recall: 0.4583
Epoch 1766/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4836 - val_loss: 0.3475 - val_recall: 0.4265
Epoch 1767/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4984 - val_loss: 0.3470 - val_recall: 0.4436
Epoch 1768/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4730 - val_loss: 0.3469 - val_recall: 0.4853
Epoch 1769/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4943 - val_loss: 0.3464 - val_recall: 0.4534
Epoch 1770/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4845 - val_loss: 0.3468 - val_recall: 0.4412
Epoch 1771/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4918 - val_loss: 0.3478 - val_recall: 0.4167
Epoch 1772/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4861 - val_loss: 0.3466 - val_recall: 0.4559
Epoch 1773/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4853 - val_loss: 0.3472 - val_recall: 0.4387
Epoch 1774/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4853 - val_loss: 0.3472 - val_recall: 0.4387
Epoch 1775/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4861 - val_loss: 0.3475 - val_recall: 0.4828
Epoch 1776/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4812 - val_loss: 0.3468 - val_recall: 0.4559
Epoch 1777/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4885 - val_loss: 0.3464 - val_recall: 0.4657
Epoch 1778/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4935 - val_loss: 0.3468 - val_recall: 0.4387
Epoch 1779/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3288 - recall: 0.4787 - val_loss: 0.3474 - val_recall: 0.4412
Epoch 1780/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4853 - val_loss: 0.3468 - val_recall: 0.4853
Epoch 1781/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4861 - val_loss: 0.3468 - val_recall: 0.4387
Epoch 1782/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4992 - val_loss: 0.3473 - val_recall: 0.4314
Epoch 1783/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4836 - val_loss: 0.3466 - val_recall: 0.4828
Epoch 1784/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4804 - val_loss: 0.3461 - val_recall: 0.4730
Epoch 1785/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3466 - val_recall: 0.4559
Epoch 1786/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4902 - val_loss: 0.3473 - val_recall: 0.4338
Epoch 1787/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4869 - val_loss: 0.3477 - val_recall: 0.4314
Epoch 1788/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4877 - val_loss: 0.3474 - val_recall: 0.4338
Epoch 1789/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4804 - val_loss: 0.3467 - val_recall: 0.4706
Epoch 1790/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4763 - val_loss: 0.3467 - val_recall: 0.4730
Epoch 1791/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4820 - val_loss: 0.3462 - val_recall: 0.4632
Epoch 1792/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4967 - val_loss: 0.3470 - val_recall: 0.4412
Epoch 1793/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4812 - val_loss: 0.3468 - val_recall: 0.4534
Epoch 1794/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5065 - val_loss: 0.3490 - val_recall: 0.4142
Epoch 1795/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4746 - val_loss: 0.3468 - val_recall: 0.4632
Epoch 1796/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4820 - val_loss: 0.3467 - val_recall: 0.4853
Epoch 1797/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3462 - val_recall: 0.4583
Epoch 1798/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4910 - val_loss: 0.3470 - val_recall: 0.4510
Epoch 1799/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4755 - val_loss: 0.3469 - val_recall: 0.4485
Epoch 1800/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4910 - val_loss: 0.3474 - val_recall: 0.4461
Epoch 1801/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4820 - val_loss: 0.3468 - val_recall: 0.4779
Epoch 1802/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5008 - val_loss: 0.3474 - val_recall: 0.4314
Epoch 1803/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3289 - recall: 0.4787 - val_loss: 0.3468 - val_recall: 0.4632
Epoch 1804/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4910 - val_loss: 0.3465 - val_recall: 0.4559
Epoch 1805/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3293 - recall: 0.4820 - val_loss: 0.3472 - val_recall: 0.4387
Epoch 1806/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4746 - val_loss: 0.3470 - val_recall: 0.4804
Epoch 1807/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4910 - val_loss: 0.3471 - val_recall: 0.4485
Epoch 1808/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4926 - val_loss: 0.3463 - val_recall: 0.4485
Epoch 1809/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4804 - val_loss: 0.3468 - val_recall: 0.4559
Epoch 1810/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4812 - val_loss: 0.3466 - val_recall: 0.4485
Epoch 1811/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4951 - val_loss: 0.3478 - val_recall: 0.4265
Epoch 1812/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4869 - val_loss: 0.3472 - val_recall: 0.4534
Epoch 1813/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3287 - recall: 0.4877 - val_loss: 0.3475 - val_recall: 0.4314
Epoch 1814/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4828 - val_loss: 0.3464 - val_recall: 0.4461
Epoch 1815/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3290 - recall: 0.4902 - val_loss: 0.3467 - val_recall: 0.4559
Epoch 1816/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3298 - recall: 0.4885 - val_loss: 0.3477 - val_recall: 0.4314
Epoch 1817/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3287 - recall: 0.4820 - val_loss: 0.3466 - val_recall: 0.4632
Epoch 1818/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4861 - val_loss: 0.3473 - val_recall: 0.4485
Epoch 1819/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4828 - val_loss: 0.3467 - val_recall: 0.4387
Epoch 1820/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4885 - val_loss: 0.3474 - val_recall: 0.4289
Epoch 1821/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4828 - val_loss: 0.3473 - val_recall: 0.4828
Epoch 1822/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3470 - val_recall: 0.4877
Epoch 1823/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4853 - val_loss: 0.3467 - val_recall: 0.4559
Epoch 1824/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4885 - val_loss: 0.3465 - val_recall: 0.4510
Epoch 1825/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4926 - val_loss: 0.3472 - val_recall: 0.4730
Epoch 1826/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4943 - val_loss: 0.3467 - val_recall: 0.4436
Epoch 1827/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4836 - val_loss: 0.3468 - val_recall: 0.4559
Epoch 1828/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4861 - val_loss: 0.3471 - val_recall: 0.4363
Epoch 1829/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3474 - val_recall: 0.4608
Epoch 1830/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4845 - val_loss: 0.3464 - val_recall: 0.4436
Epoch 1831/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4885 - val_loss: 0.3477 - val_recall: 0.4387
Epoch 1832/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4812 - val_loss: 0.3469 - val_recall: 0.4804
Epoch 1833/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.4943 - val_loss: 0.3481 - val_recall: 0.4118
Epoch 1834/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4689 - val_loss: 0.3466 - val_recall: 0.4853
Epoch 1835/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3475 - val_recall: 0.4363
Epoch 1836/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4845 - val_loss: 0.3475 - val_recall: 0.4289
Epoch 1837/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4935 - val_loss: 0.3481 - val_recall: 0.4167
Epoch 1838/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4820 - val_loss: 0.3470 - val_recall: 0.4534
Epoch 1839/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3464 - val_recall: 0.4559
Epoch 1840/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3287 - recall: 0.4845 - val_loss: 0.3469 - val_recall: 0.4657
Epoch 1841/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3291 - recall: 0.4935 - val_loss: 0.3483 - val_recall: 0.4044
Epoch 1842/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4820 - val_loss: 0.3467 - val_recall: 0.4412
Epoch 1843/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4820 - val_loss: 0.3474 - val_recall: 0.4510
Epoch 1844/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3293 - recall: 0.4845 - val_loss: 0.3465 - val_recall: 0.4461
Epoch 1845/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4853 - val_loss: 0.3472 - val_recall: 0.4534
Epoch 1846/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3293 - recall: 0.4910 - val_loss: 0.3471 - val_recall: 0.4436
Epoch 1847/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4918 - val_loss: 0.3466 - val_recall: 0.4779
Epoch 1848/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4812 - val_loss: 0.3466 - val_recall: 0.4436
Epoch 1849/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4877 - val_loss: 0.3462 - val_recall: 0.4510
Epoch 1850/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4869 - val_loss: 0.3472 - val_recall: 0.4461
Epoch 1851/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4935 - val_loss: 0.3472 - val_recall: 0.4363
Epoch 1852/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4894 - val_loss: 0.3477 - val_recall: 0.4240
Epoch 1853/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4779 - val_loss: 0.3468 - val_recall: 0.4363
Epoch 1854/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4861 - val_loss: 0.3465 - val_recall: 0.4559
Epoch 1855/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4787 - val_loss: 0.3483 - val_recall: 0.4118
Epoch 1856/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4869 - val_loss: 0.3480 - val_recall: 0.4412
Epoch 1857/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4918 - val_loss: 0.3468 - val_recall: 0.4436
Epoch 1858/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4820 - val_loss: 0.3466 - val_recall: 0.4779
Epoch 1859/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4910 - val_loss: 0.3476 - val_recall: 0.4338
Epoch 1860/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4926 - val_loss: 0.3465 - val_recall: 0.4485
Epoch 1861/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4869 - val_loss: 0.3480 - val_recall: 0.4289
Epoch 1862/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4820 - val_loss: 0.3465 - val_recall: 0.4706
Epoch 1863/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4951 - val_loss: 0.3478 - val_recall: 0.4853
Epoch 1864/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4910 - val_loss: 0.3487 - val_recall: 0.4093
Epoch 1865/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4812 - val_loss: 0.3471 - val_recall: 0.4559
Epoch 1866/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4836 - val_loss: 0.3467 - val_recall: 0.4706
Epoch 1867/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4902 - val_loss: 0.3473 - val_recall: 0.4338
Epoch 1868/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4885 - val_loss: 0.3467 - val_recall: 0.4559
Epoch 1869/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4795 - val_loss: 0.3471 - val_recall: 0.4779
Epoch 1870/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4804 - val_loss: 0.3463 - val_recall: 0.4510
Epoch 1871/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4926 - val_loss: 0.3478 - val_recall: 0.4314
Epoch 1872/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4746 - val_loss: 0.3473 - val_recall: 0.4534
Epoch 1873/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4959 - val_loss: 0.3463 - val_recall: 0.4461
Epoch 1874/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4828 - val_loss: 0.3466 - val_recall: 0.4363
Epoch 1875/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4869 - val_loss: 0.3473 - val_recall: 0.4461
Epoch 1876/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4926 - val_loss: 0.3479 - val_recall: 0.4240
Epoch 1877/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4845 - val_loss: 0.3472 - val_recall: 0.4510
Epoch 1878/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4935 - val_loss: 0.3470 - val_recall: 0.4387
Epoch 1879/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4836 - val_loss: 0.3471 - val_recall: 0.4485
Epoch 1880/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4730 - val_loss: 0.3466 - val_recall: 0.4779
Epoch 1881/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4943 - val_loss: 0.3467 - val_recall: 0.4559
Epoch 1882/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4885 - val_loss: 0.3477 - val_recall: 0.4240
Epoch 1883/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4885 - val_loss: 0.3475 - val_recall: 0.4363
Epoch 1884/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4730 - val_loss: 0.3464 - val_recall: 0.4779
Epoch 1885/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4975 - val_loss: 0.3481 - val_recall: 0.4265
Epoch 1886/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4926 - val_loss: 0.3474 - val_recall: 0.4755
Epoch 1887/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4845 - val_loss: 0.3467 - val_recall: 0.4412
Epoch 1888/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4869 - val_loss: 0.3467 - val_recall: 0.4608
Epoch 1889/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3289 - recall: 0.4795 - val_loss: 0.3473 - val_recall: 0.4853
Epoch 1890/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5008 - val_loss: 0.3474 - val_recall: 0.4387
Epoch 1891/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4828 - val_loss: 0.3488 - val_recall: 0.4044
Epoch 1892/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4894 - val_loss: 0.3469 - val_recall: 0.4583
Epoch 1893/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4861 - val_loss: 0.3467 - val_recall: 0.4436
Epoch 1894/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4828 - val_loss: 0.3469 - val_recall: 0.4510
Epoch 1895/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4910 - val_loss: 0.3475 - val_recall: 0.4289
Epoch 1896/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4902 - val_loss: 0.3463 - val_recall: 0.4387
Epoch 1897/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4795 - val_loss: 0.3470 - val_recall: 0.4779
Epoch 1898/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4836 - val_loss: 0.3465 - val_recall: 0.4706
Epoch 1899/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4918 - val_loss: 0.3471 - val_recall: 0.4314
Epoch 1900/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4804 - val_loss: 0.3464 - val_recall: 0.4608
Epoch 1901/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4853 - val_loss: 0.3465 - val_recall: 0.4706
Epoch 1902/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4804 - val_loss: 0.3468 - val_recall: 0.4436
Epoch 1903/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4967 - val_loss: 0.3461 - val_recall: 0.4485
Epoch 1904/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4951 - val_loss: 0.3464 - val_recall: 0.4559
Epoch 1905/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4869 - val_loss: 0.3470 - val_recall: 0.4461
Epoch 1906/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4812 - val_loss: 0.3466 - val_recall: 0.4706
Epoch 1907/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4787 - val_loss: 0.3470 - val_recall: 0.4853
Epoch 1908/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4853 - val_loss: 0.3467 - val_recall: 0.4853
Epoch 1909/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4935 - val_loss: 0.3465 - val_recall: 0.4387
Epoch 1910/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4918 - val_loss: 0.3465 - val_recall: 0.4387
Epoch 1911/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4730 - val_loss: 0.3461 - val_recall: 0.4608
Epoch 1912/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4845 - val_loss: 0.3466 - val_recall: 0.4804
Epoch 1913/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3291 - recall: 0.4885 - val_loss: 0.3465 - val_recall: 0.4412
Epoch 1914/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4910 - val_loss: 0.3460 - val_recall: 0.4608
Epoch 1915/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4795 - val_loss: 0.3458 - val_recall: 0.4632
Epoch 1916/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4877 - val_loss: 0.3460 - val_recall: 0.4608
Epoch 1917/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4975 - val_loss: 0.3468 - val_recall: 0.4338
Epoch 1918/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4795 - val_loss: 0.3458 - val_recall: 0.4632
Epoch 1919/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4845 - val_loss: 0.3462 - val_recall: 0.4583
Epoch 1920/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4877 - val_loss: 0.3460 - val_recall: 0.4608
Epoch 1921/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4926 - val_loss: 0.3489 - val_recall: 0.3848
Epoch 1922/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4975 - val_loss: 0.3457 - val_recall: 0.4657
Epoch 1923/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4787 - val_loss: 0.3459 - val_recall: 0.4583
Epoch 1924/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4885 - val_loss: 0.3465 - val_recall: 0.4436
Epoch 1925/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4861 - val_loss: 0.3457 - val_recall: 0.4755
Epoch 1926/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4885 - val_loss: 0.3460 - val_recall: 0.4632
Epoch 1927/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3290 - recall: 0.4894 - val_loss: 0.3454 - val_recall: 0.4706
Epoch 1928/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4845 - val_loss: 0.3463 - val_recall: 0.4730
Epoch 1929/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4943 - val_loss: 0.3463 - val_recall: 0.4510
Epoch 1930/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4877 - val_loss: 0.3458 - val_recall: 0.4632
Epoch 1931/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4853 - val_loss: 0.3454 - val_recall: 0.4608
Epoch 1932/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4779 - val_loss: 0.3466 - val_recall: 0.4828
Epoch 1933/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.4836 - val_loss: 0.3463 - val_recall: 0.4902
Epoch 1934/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4967 - val_loss: 0.3457 - val_recall: 0.4534
Epoch 1935/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4877 - val_loss: 0.3463 - val_recall: 0.4730
Epoch 1936/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4926 - val_loss: 0.3467 - val_recall: 0.4314
Epoch 1937/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4845 - val_loss: 0.3483 - val_recall: 0.4093
Epoch 1938/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4771 - val_loss: 0.3454 - val_recall: 0.4485
Epoch 1939/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4926 - val_loss: 0.3467 - val_recall: 0.4314
Epoch 1940/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4877 - val_loss: 0.3462 - val_recall: 0.4412
Epoch 1941/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4943 - val_loss: 0.3454 - val_recall: 0.4583
Epoch 1942/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4836 - val_loss: 0.3453 - val_recall: 0.4632
Epoch 1943/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4877 - val_loss: 0.3468 - val_recall: 0.4142
Epoch 1944/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4828 - val_loss: 0.3458 - val_recall: 0.4338
Epoch 1945/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.4812 - val_loss: 0.3459 - val_recall: 0.4853
Epoch 1946/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4926 - val_loss: 0.3464 - val_recall: 0.4118
Epoch 1947/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4845 - val_loss: 0.3467 - val_recall: 0.4240
Epoch 1948/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4918 - val_loss: 0.3465 - val_recall: 0.4289
Epoch 1949/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.4894 - val_loss: 0.3455 - val_recall: 0.4608
Epoch 1950/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4869 - val_loss: 0.3451 - val_recall: 0.4583
Epoch 1951/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4763 - val_loss: 0.3458 - val_recall: 0.4657
Epoch 1952/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4877 - val_loss: 0.3463 - val_recall: 0.4265
Epoch 1953/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4902 - val_loss: 0.3475 - val_recall: 0.4142
Epoch 1954/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4861 - val_loss: 0.3456 - val_recall: 0.4583
Epoch 1955/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4853 - val_loss: 0.3459 - val_recall: 0.4877
Epoch 1956/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.4779 - val_loss: 0.3450 - val_recall: 0.4706
Epoch 1957/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4869 - val_loss: 0.3458 - val_recall: 0.4534
Epoch 1958/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4787 - val_loss: 0.3456 - val_recall: 0.4755
Epoch 1959/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3284 - recall: 0.5016 - val_loss: 0.3456 - val_recall: 0.4461
Epoch 1960/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3292 - recall: 0.4804 - val_loss: 0.3461 - val_recall: 0.4289
Epoch 1961/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4910 - val_loss: 0.3466 - val_recall: 0.4265
Epoch 1962/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3284 - recall: 0.4820 - val_loss: 0.3462 - val_recall: 0.4608
Epoch 1963/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4926 - val_loss: 0.3462 - val_recall: 0.4363
Epoch 1964/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4869 - val_loss: 0.3463 - val_recall: 0.4314
Epoch 1965/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4828 - val_loss: 0.3456 - val_recall: 0.4559
Epoch 1966/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4853 - val_loss: 0.3459 - val_recall: 0.4436
Epoch 1967/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4894 - val_loss: 0.3455 - val_recall: 0.4559
Epoch 1968/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3283 - recall: 0.4975 - val_loss: 0.3464 - val_recall: 0.4167
Epoch 1969/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4894 - val_loss: 0.3459 - val_recall: 0.4804
Epoch 1970/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4910 - val_loss: 0.3457 - val_recall: 0.4461
Epoch 1971/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3283 - recall: 0.4836 - val_loss: 0.3460 - val_recall: 0.4461
Epoch 1972/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4902 - val_loss: 0.3456 - val_recall: 0.4412
Epoch 1973/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3285 - recall: 0.4861 - val_loss: 0.3457 - val_recall: 0.4730
Epoch 1974/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4951 - val_loss: 0.3455 - val_recall: 0.4559
Epoch 1975/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.4926 - val_loss: 0.3468 - val_recall: 0.4265
Epoch 1976/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4787 - val_loss: 0.3455 - val_recall: 0.4632
Epoch 1977/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4910 - val_loss: 0.3469 - val_recall: 0.4216
Epoch 1978/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3289 - recall: 0.4885 - val_loss: 0.3455 - val_recall: 0.4534
Epoch 1979/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.4877 - val_loss: 0.3459 - val_recall: 0.4730
Epoch 1980/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3284 - recall: 0.4877 - val_loss: 0.3456 - val_recall: 0.4608
Epoch 1981/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.4918 - val_loss: 0.3465 - val_recall: 0.4240
Epoch 1982/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3286 - recall: 0.4861 - val_loss: 0.3463 - val_recall: 0.4485
Epoch 1983/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4885 - val_loss: 0.3462 - val_recall: 0.4265
Epoch 1984/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4885 - val_loss: 0.3461 - val_recall: 0.4510
Epoch 1985/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4869 - val_loss: 0.3461 - val_recall: 0.4289
Epoch 1986/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.4935 - val_loss: 0.3478 - val_recall: 0.4118
Epoch 1987/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4804 - val_loss: 0.3454 - val_recall: 0.4583
Epoch 1988/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4869 - val_loss: 0.3462 - val_recall: 0.4436
Epoch 1989/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4877 - val_loss: 0.3457 - val_recall: 0.4436
Epoch 1990/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.4894 - val_loss: 0.3454 - val_recall: 0.4510
Epoch 1991/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4828 - val_loss: 0.3467 - val_recall: 0.4902
Epoch 1992/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3287 - recall: 0.4902 - val_loss: 0.3456 - val_recall: 0.4583
Epoch 1993/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3284 - recall: 0.4885 - val_loss: 0.3457 - val_recall: 0.4387
Epoch 1994/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3283 - recall: 0.4910 - val_loss: 0.3463 - val_recall: 0.4412
Epoch 1995/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3282 - recall: 0.4877 - val_loss: 0.3461 - val_recall: 0.4657
Epoch 1996/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3280 - recall: 0.4943 - val_loss: 0.3471 - val_recall: 0.4142
Epoch 1997/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4812 - val_loss: 0.3461 - val_recall: 0.4583
Epoch 1998/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.4935 - val_loss: 0.3458 - val_recall: 0.4387
Epoch 1999/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3284 - recall: 0.4885 - val_loss: 0.3456 - val_recall: 0.4485
Epoch 2000/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3282 - recall: 0.4910 - val_loss: 0.3473 - val_recall: 0.4289
CPU times: user 4min 34s, sys: 27.1 s, total: 5min 1s
Wall time: 3min 50s

# Predicting the training results using 0.5 as the threshold
y_train_pred_1 = (model_1.predict(x_train) > 0.5)

# Predicting the validation results using 0.5 as the threshold
y_val_pred_1 = (model_1.predict(x_val) > 0.5)

# Populate the testing variable using 0.5 as the threshold (will be used later in model comparison)
y_test_pred_1 = (model_1.predict(x_test) > 0.5)

188/188 [==============================] - 0s 1ms/step
63/63 [==============================] - 0s 1ms/step
63/63 [==============================] - 0s 1ms/step

Observations on Sequential model with Adam using original data¶

# Display the training loss and validation loss
show_lineplot(data_train = history_1.history['loss'], data_val = history_1.history['val_loss'], feature_name = 'Loss', labels = ['Training', 'Validation'])

# Display the training recall and validation recall
show_lineplot(data_train = history_1.history['recall'], data_val = history_1.history['val_recall'], feature_name = 'Recall', labels = ['Training', 'Validation'])

# Display the classification report for training and validation data
show_classification_report(model_name = model_name_1, target_train = y_train, predictors_train = y_train_pred_1, target_val = y_val, predictors_val = y_val_pred_1)

# Display the confision matrix using training data
show_confusion_matrix(predictors = y_train_pred_1, target = y_train, title = '(Training)')

# Display the confision matrix using validation data
show_confusion_matrix(predictors = y_val_pred_1, target = y_val, title = '(Validation)')

Observations:

Sequential model shows a 49.35% recall score on original training data and a 41.67% recall score on validation data using the following parameters:
- Optimizer = Adam
- Metrics = Recall
- Learning rate = 0.001
- loss = binary_crossentropy
- Number of layers (Dense) = 3
- Total parameters = 73
- Batch size = 200
- Epoch = 2,000
It took the model approximately 2 minutes and 57 seconds to complete the training.
The line plot for loss shows smooth lines for both original training and validation data. However, the line plot for recall is showing some noise for the validation data.

Neural Network with Adam Optimizer and Dropout¶

Sequential model with Adam and Dropout using original data¶

# Clear backend session
clear_session()

# Create initial model with Adam optimizer and Dropout
model_name_2 = 'NN with Adam & Dropout'

# Create model with Adam optimizer and Dropout
model_2 = Sequential()
model_2.add(Dense(units = 32, activation = 'relu', input_dim = x_train.shape[1]))
model_2.add(Dropout(rate = 0.5))
model_2.add(Dense(units = 8, activation = 'relu'))
model_2.add(Dense(units = 8, activation = 'relu'))
model_2.add(Dropout(rate = 0.1))
model_2.add(Dense(units = 8, activation = 'relu'))
model_2.add(Dense(units = 1, activation = 'sigmoid'))

model_2.compile(loss = 'binary_crossentropy', optimizer = Adam(0.001), metrics = ['recall'])

model_2.summary()

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense (Dense)               (None, 32)                384       
                                                                 
 dropout (Dropout)           (None, 32)                0         
                                                                 
 dense_1 (Dense)             (None, 8)                 264       
                                                                 
 dense_2 (Dense)             (None, 8)                 72        
                                                                 
 dropout_1 (Dropout)         (None, 8)                 0         
                                                                 
 dense_3 (Dense)             (None, 8)                 72        
                                                                 
 dense_4 (Dense)             (None, 1)                 9         
                                                                 
=================================================================
Total params: 801 (3.13 KB)
Trainable params: 801 (3.13 KB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________

%%time

# Fit the model
history_2 = model_2.fit(
  x_train, y_train,
  batch_size = 200,
  validation_data = (x_val, y_val),
  epochs = 2000,
  verbose = 1
)

Epoch 1/2000
30/30 [==============================] - 2s 12ms/step - loss: 0.6177 - recall: 0.0957 - val_loss: 0.5549 - val_recall: 0.0000e+00
Epoch 2/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.5304 - recall: 0.0000e+00 - val_loss: 0.4886 - val_recall: 0.0000e+00
Epoch 3/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4998 - recall: 0.0000e+00 - val_loss: 0.4715 - val_recall: 0.0000e+00
Epoch 4/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4861 - recall: 0.0000e+00 - val_loss: 0.4597 - val_recall: 0.0000e+00
Epoch 5/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4800 - recall: 0.0000e+00 - val_loss: 0.4502 - val_recall: 0.0000e+00
Epoch 6/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4704 - recall: 0.0000e+00 - val_loss: 0.4425 - val_recall: 0.0000e+00
Epoch 7/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4621 - recall: 0.0000e+00 - val_loss: 0.4358 - val_recall: 0.0000e+00
Epoch 8/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4633 - recall: 0.0000e+00 - val_loss: 0.4332 - val_recall: 0.0000e+00
Epoch 9/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4553 - recall: 0.0000e+00 - val_loss: 0.4310 - val_recall: 0.0000e+00
Epoch 10/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4530 - recall: 0.0000e+00 - val_loss: 0.4285 - val_recall: 0.0000e+00
Epoch 11/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4506 - recall: 0.0000e+00 - val_loss: 0.4273 - val_recall: 0.0000e+00
Epoch 12/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4496 - recall: 0.0016 - val_loss: 0.4261 - val_recall: 0.0000e+00
Epoch 13/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4471 - recall: 0.0041 - val_loss: 0.4246 - val_recall: 0.0000e+00
Epoch 14/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4428 - recall: 0.0098 - val_loss: 0.4233 - val_recall: 0.0000e+00
Epoch 15/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4489 - recall: 0.0155 - val_loss: 0.4234 - val_recall: 0.0025
Epoch 16/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4415 - recall: 0.0376 - val_loss: 0.4212 - val_recall: 0.0049
Epoch 17/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4446 - recall: 0.0393 - val_loss: 0.4205 - val_recall: 0.0098
Epoch 18/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4447 - recall: 0.0597 - val_loss: 0.4202 - val_recall: 0.0196
Epoch 19/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4394 - recall: 0.0679 - val_loss: 0.4186 - val_recall: 0.0392
Epoch 20/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4361 - recall: 0.0925 - val_loss: 0.4180 - val_recall: 0.0907
Epoch 21/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4345 - recall: 0.1236 - val_loss: 0.4160 - val_recall: 0.1422
Epoch 22/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4356 - recall: 0.1555 - val_loss: 0.4152 - val_recall: 0.1520
Epoch 23/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4320 - recall: 0.1506 - val_loss: 0.4143 - val_recall: 0.1789
Epoch 24/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4297 - recall: 0.1825 - val_loss: 0.4132 - val_recall: 0.2598
Epoch 25/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4272 - recall: 0.2070 - val_loss: 0.4115 - val_recall: 0.2696
Epoch 26/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4280 - recall: 0.2193 - val_loss: 0.4118 - val_recall: 0.2623
Epoch 27/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4257 - recall: 0.2283 - val_loss: 0.4090 - val_recall: 0.3088
Epoch 28/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.4245 - recall: 0.2529 - val_loss: 0.4070 - val_recall: 0.2892
Epoch 29/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4243 - recall: 0.2578 - val_loss: 0.4056 - val_recall: 0.3039
Epoch 30/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4224 - recall: 0.2660 - val_loss: 0.4045 - val_recall: 0.3358
Epoch 31/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4231 - recall: 0.2717 - val_loss: 0.4020 - val_recall: 0.3186
Epoch 32/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4215 - recall: 0.2848 - val_loss: 0.4013 - val_recall: 0.3284
Epoch 33/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4189 - recall: 0.2684 - val_loss: 0.3998 - val_recall: 0.3333
Epoch 34/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4151 - recall: 0.2799 - val_loss: 0.3993 - val_recall: 0.3529
Epoch 35/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4163 - recall: 0.2700 - val_loss: 0.3988 - val_recall: 0.3529
Epoch 36/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4144 - recall: 0.2856 - val_loss: 0.3973 - val_recall: 0.3627
Epoch 37/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4129 - recall: 0.3061 - val_loss: 0.3957 - val_recall: 0.3578
Epoch 38/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4135 - recall: 0.3101 - val_loss: 0.3963 - val_recall: 0.3652
Epoch 39/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4117 - recall: 0.3118 - val_loss: 0.3959 - val_recall: 0.3505
Epoch 40/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4117 - recall: 0.2831 - val_loss: 0.3960 - val_recall: 0.3333
Epoch 41/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4075 - recall: 0.3101 - val_loss: 0.3940 - val_recall: 0.3505
Epoch 42/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4071 - recall: 0.3093 - val_loss: 0.3921 - val_recall: 0.3382
Epoch 43/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.4125 - recall: 0.2881 - val_loss: 0.3934 - val_recall: 0.3750
Epoch 44/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4037 - recall: 0.3273 - val_loss: 0.3913 - val_recall: 0.3480
Epoch 45/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4058 - recall: 0.3183 - val_loss: 0.3923 - val_recall: 0.3480
Epoch 46/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3996 - recall: 0.3134 - val_loss: 0.3901 - val_recall: 0.3358
Epoch 47/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.4025 - recall: 0.3110 - val_loss: 0.3885 - val_recall: 0.3750
Epoch 48/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4004 - recall: 0.3249 - val_loss: 0.3885 - val_recall: 0.3676
Epoch 49/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.4037 - recall: 0.3282 - val_loss: 0.3887 - val_recall: 0.3505
Epoch 50/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3997 - recall: 0.2995 - val_loss: 0.3884 - val_recall: 0.3627
Epoch 51/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3974 - recall: 0.3306 - val_loss: 0.3868 - val_recall: 0.3775
Epoch 52/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3976 - recall: 0.3445 - val_loss: 0.3857 - val_recall: 0.3627
Epoch 53/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3969 - recall: 0.3216 - val_loss: 0.3853 - val_recall: 0.3603
Epoch 54/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3936 - recall: 0.3412 - val_loss: 0.3826 - val_recall: 0.3824
Epoch 55/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3952 - recall: 0.3208 - val_loss: 0.3839 - val_recall: 0.3701
Epoch 56/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3901 - recall: 0.3470 - val_loss: 0.3810 - val_recall: 0.3848
Epoch 57/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3923 - recall: 0.3355 - val_loss: 0.3812 - val_recall: 0.3725
Epoch 58/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3857 - recall: 0.3478 - val_loss: 0.3783 - val_recall: 0.3701
Epoch 59/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3936 - recall: 0.3314 - val_loss: 0.3784 - val_recall: 0.3897
Epoch 60/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3855 - recall: 0.3592 - val_loss: 0.3770 - val_recall: 0.3799
Epoch 61/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3814 - recall: 0.3633 - val_loss: 0.3725 - val_recall: 0.3848
Epoch 62/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3845 - recall: 0.3715 - val_loss: 0.3717 - val_recall: 0.3799
Epoch 63/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3836 - recall: 0.3764 - val_loss: 0.3688 - val_recall: 0.3799
Epoch 64/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3784 - recall: 0.3691 - val_loss: 0.3684 - val_recall: 0.3946
Epoch 65/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3813 - recall: 0.3830 - val_loss: 0.3681 - val_recall: 0.3922
Epoch 66/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3803 - recall: 0.3789 - val_loss: 0.3662 - val_recall: 0.3775
Epoch 67/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3779 - recall: 0.4002 - val_loss: 0.3644 - val_recall: 0.3946
Epoch 68/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3783 - recall: 0.3871 - val_loss: 0.3651 - val_recall: 0.3995
Epoch 69/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3702 - recall: 0.3928 - val_loss: 0.3611 - val_recall: 0.3971
Epoch 70/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3701 - recall: 0.4018 - val_loss: 0.3600 - val_recall: 0.4069
Epoch 71/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3788 - recall: 0.3797 - val_loss: 0.3638 - val_recall: 0.4069
Epoch 72/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3777 - recall: 0.3879 - val_loss: 0.3642 - val_recall: 0.4093
Epoch 73/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3757 - recall: 0.3961 - val_loss: 0.3593 - val_recall: 0.3897
Epoch 74/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3687 - recall: 0.4092 - val_loss: 0.3636 - val_recall: 0.4240
Epoch 75/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3716 - recall: 0.3985 - val_loss: 0.3593 - val_recall: 0.4020
Epoch 76/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3616 - recall: 0.4206 - val_loss: 0.3573 - val_recall: 0.4118
Epoch 77/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3748 - recall: 0.4198 - val_loss: 0.3584 - val_recall: 0.3897
Epoch 78/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3721 - recall: 0.4059 - val_loss: 0.3591 - val_recall: 0.4093
Epoch 79/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3657 - recall: 0.4067 - val_loss: 0.3591 - val_recall: 0.4608
Epoch 80/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3670 - recall: 0.4337 - val_loss: 0.3580 - val_recall: 0.4485
Epoch 81/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3708 - recall: 0.4067 - val_loss: 0.3586 - val_recall: 0.4289
Epoch 82/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3690 - recall: 0.4067 - val_loss: 0.3554 - val_recall: 0.4387
Epoch 83/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3701 - recall: 0.4223 - val_loss: 0.3547 - val_recall: 0.4069
Epoch 84/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3761 - recall: 0.4034 - val_loss: 0.3555 - val_recall: 0.4093
Epoch 85/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3643 - recall: 0.4288 - val_loss: 0.3547 - val_recall: 0.4142
Epoch 86/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3616 - recall: 0.4149 - val_loss: 0.3539 - val_recall: 0.4265
Epoch 87/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3686 - recall: 0.4133 - val_loss: 0.3552 - val_recall: 0.4314
Epoch 88/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3661 - recall: 0.4182 - val_loss: 0.3567 - val_recall: 0.4608
Epoch 89/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3699 - recall: 0.4083 - val_loss: 0.3537 - val_recall: 0.4240
Epoch 90/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3648 - recall: 0.4264 - val_loss: 0.3531 - val_recall: 0.4534
Epoch 91/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3656 - recall: 0.4288 - val_loss: 0.3564 - val_recall: 0.4730
Epoch 92/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3622 - recall: 0.4354 - val_loss: 0.3527 - val_recall: 0.4485
Epoch 93/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3610 - recall: 0.4345 - val_loss: 0.3511 - val_recall: 0.4461
Epoch 94/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3658 - recall: 0.4321 - val_loss: 0.3529 - val_recall: 0.4608
Epoch 95/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3583 - recall: 0.4313 - val_loss: 0.3511 - val_recall: 0.4510
Epoch 96/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3638 - recall: 0.4403 - val_loss: 0.3516 - val_recall: 0.4485
Epoch 97/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3622 - recall: 0.4304 - val_loss: 0.3518 - val_recall: 0.4216
Epoch 98/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3585 - recall: 0.4337 - val_loss: 0.3529 - val_recall: 0.4608
Epoch 99/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3610 - recall: 0.4394 - val_loss: 0.3502 - val_recall: 0.4559
Epoch 100/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3634 - recall: 0.4427 - val_loss: 0.3521 - val_recall: 0.4583
Epoch 101/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3618 - recall: 0.4313 - val_loss: 0.3514 - val_recall: 0.4632
Epoch 102/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3552 - recall: 0.4509 - val_loss: 0.3503 - val_recall: 0.4583
Epoch 103/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3568 - recall: 0.4509 - val_loss: 0.3480 - val_recall: 0.4706
Epoch 104/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3607 - recall: 0.4264 - val_loss: 0.3512 - val_recall: 0.4681
Epoch 105/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3608 - recall: 0.4223 - val_loss: 0.3490 - val_recall: 0.4510
Epoch 106/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3535 - recall: 0.4517 - val_loss: 0.3459 - val_recall: 0.4534
Epoch 107/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3618 - recall: 0.4264 - val_loss: 0.3491 - val_recall: 0.4828
Epoch 108/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3535 - recall: 0.4444 - val_loss: 0.3489 - val_recall: 0.4828
Epoch 109/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3571 - recall: 0.4550 - val_loss: 0.3485 - val_recall: 0.4485
Epoch 110/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3597 - recall: 0.4468 - val_loss: 0.3494 - val_recall: 0.4559
Epoch 111/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3574 - recall: 0.4345 - val_loss: 0.3516 - val_recall: 0.4706
Epoch 112/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3541 - recall: 0.4493 - val_loss: 0.3488 - val_recall: 0.4681
Epoch 113/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3618 - recall: 0.4419 - val_loss: 0.3553 - val_recall: 0.5049
Epoch 114/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3594 - recall: 0.4574 - val_loss: 0.3485 - val_recall: 0.4314
Epoch 115/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3580 - recall: 0.4411 - val_loss: 0.3495 - val_recall: 0.4681
Epoch 116/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3526 - recall: 0.4583 - val_loss: 0.3466 - val_recall: 0.4779
Epoch 117/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3566 - recall: 0.4583 - val_loss: 0.3489 - val_recall: 0.4804
Epoch 118/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3513 - recall: 0.4493 - val_loss: 0.3486 - val_recall: 0.4632
Epoch 119/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3522 - recall: 0.4574 - val_loss: 0.3474 - val_recall: 0.4755
Epoch 120/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3519 - recall: 0.4509 - val_loss: 0.3484 - val_recall: 0.5000
Epoch 121/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3596 - recall: 0.4517 - val_loss: 0.3462 - val_recall: 0.4730
Epoch 122/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3523 - recall: 0.4624 - val_loss: 0.3470 - val_recall: 0.4632
Epoch 123/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3590 - recall: 0.4509 - val_loss: 0.3503 - val_recall: 0.4828
Epoch 124/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3554 - recall: 0.4517 - val_loss: 0.3472 - val_recall: 0.4632
Epoch 125/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3481 - recall: 0.4624 - val_loss: 0.3444 - val_recall: 0.4706
Epoch 126/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3502 - recall: 0.4542 - val_loss: 0.3457 - val_recall: 0.4828
Epoch 127/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3547 - recall: 0.4648 - val_loss: 0.3454 - val_recall: 0.4951
Epoch 128/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3486 - recall: 0.4714 - val_loss: 0.3471 - val_recall: 0.4583
Epoch 129/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3499 - recall: 0.4452 - val_loss: 0.3485 - val_recall: 0.4779
Epoch 130/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3460 - recall: 0.4673 - val_loss: 0.3468 - val_recall: 0.4779
Epoch 131/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3510 - recall: 0.4493 - val_loss: 0.3471 - val_recall: 0.4926
Epoch 132/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3514 - recall: 0.4525 - val_loss: 0.3457 - val_recall: 0.4779
Epoch 133/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3515 - recall: 0.4705 - val_loss: 0.3452 - val_recall: 0.4730
Epoch 134/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3591 - recall: 0.4419 - val_loss: 0.3494 - val_recall: 0.4755
Epoch 135/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3491 - recall: 0.4615 - val_loss: 0.3474 - val_recall: 0.4608
Epoch 136/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3510 - recall: 0.4574 - val_loss: 0.3451 - val_recall: 0.4657
Epoch 137/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3502 - recall: 0.4583 - val_loss: 0.3455 - val_recall: 0.4926
Epoch 138/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3492 - recall: 0.4591 - val_loss: 0.3489 - val_recall: 0.4877
Epoch 139/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3479 - recall: 0.4648 - val_loss: 0.3452 - val_recall: 0.4706
Epoch 140/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3511 - recall: 0.4591 - val_loss: 0.3456 - val_recall: 0.4730
Epoch 141/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3549 - recall: 0.4493 - val_loss: 0.3457 - val_recall: 0.4877
Epoch 142/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3483 - recall: 0.4624 - val_loss: 0.3453 - val_recall: 0.4804
Epoch 143/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3533 - recall: 0.4272 - val_loss: 0.3473 - val_recall: 0.4926
Epoch 144/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3480 - recall: 0.4525 - val_loss: 0.3457 - val_recall: 0.4828
Epoch 145/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3492 - recall: 0.4640 - val_loss: 0.3444 - val_recall: 0.4853
Epoch 146/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3491 - recall: 0.4558 - val_loss: 0.3486 - val_recall: 0.4951
Epoch 147/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3549 - recall: 0.4493 - val_loss: 0.3468 - val_recall: 0.4730
Epoch 148/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3534 - recall: 0.4378 - val_loss: 0.3484 - val_recall: 0.4828
Epoch 149/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3520 - recall: 0.4484 - val_loss: 0.3459 - val_recall: 0.4853
Epoch 150/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3559 - recall: 0.4591 - val_loss: 0.3449 - val_recall: 0.4902
Epoch 151/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3508 - recall: 0.4591 - val_loss: 0.3495 - val_recall: 0.4877
Epoch 152/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3472 - recall: 0.4624 - val_loss: 0.3447 - val_recall: 0.4779
Epoch 153/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3464 - recall: 0.4738 - val_loss: 0.3469 - val_recall: 0.4926
Epoch 154/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3499 - recall: 0.4656 - val_loss: 0.3471 - val_recall: 0.4877
Epoch 155/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3472 - recall: 0.4656 - val_loss: 0.3473 - val_recall: 0.4828
Epoch 156/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3486 - recall: 0.4607 - val_loss: 0.3458 - val_recall: 0.4779
Epoch 157/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3497 - recall: 0.4681 - val_loss: 0.3455 - val_recall: 0.4926
Epoch 158/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3539 - recall: 0.4664 - val_loss: 0.3467 - val_recall: 0.4926
Epoch 159/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3532 - recall: 0.4591 - val_loss: 0.3473 - val_recall: 0.4951
Epoch 160/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3475 - recall: 0.4705 - val_loss: 0.3455 - val_recall: 0.4828
Epoch 161/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3440 - recall: 0.4714 - val_loss: 0.3458 - val_recall: 0.4975
Epoch 162/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3480 - recall: 0.4689 - val_loss: 0.3453 - val_recall: 0.4706
Epoch 163/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3476 - recall: 0.4730 - val_loss: 0.3458 - val_recall: 0.4804
Epoch 164/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3407 - recall: 0.4746 - val_loss: 0.3452 - val_recall: 0.4804
Epoch 165/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3469 - recall: 0.4779 - val_loss: 0.3480 - val_recall: 0.4975
Epoch 166/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3500 - recall: 0.4673 - val_loss: 0.3475 - val_recall: 0.4730
Epoch 167/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3481 - recall: 0.4599 - val_loss: 0.3466 - val_recall: 0.4902
Epoch 168/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3482 - recall: 0.4689 - val_loss: 0.3460 - val_recall: 0.4853
Epoch 169/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3480 - recall: 0.4550 - val_loss: 0.3453 - val_recall: 0.4828
Epoch 170/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3477 - recall: 0.4632 - val_loss: 0.3440 - val_recall: 0.4877
Epoch 171/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3435 - recall: 0.4705 - val_loss: 0.3432 - val_recall: 0.4975
Epoch 172/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3480 - recall: 0.4648 - val_loss: 0.3451 - val_recall: 0.4975
Epoch 173/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3487 - recall: 0.4714 - val_loss: 0.3446 - val_recall: 0.4951
Epoch 174/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3487 - recall: 0.4624 - val_loss: 0.3462 - val_recall: 0.4926
Epoch 175/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3467 - recall: 0.4836 - val_loss: 0.3440 - val_recall: 0.4730
Epoch 176/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3454 - recall: 0.4542 - val_loss: 0.3451 - val_recall: 0.4828
Epoch 177/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3425 - recall: 0.4861 - val_loss: 0.3451 - val_recall: 0.4828
Epoch 178/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3459 - recall: 0.4640 - val_loss: 0.3443 - val_recall: 0.4902
Epoch 179/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3470 - recall: 0.4673 - val_loss: 0.3441 - val_recall: 0.4926
Epoch 180/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3489 - recall: 0.4705 - val_loss: 0.3435 - val_recall: 0.4877
Epoch 181/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3463 - recall: 0.4574 - val_loss: 0.3451 - val_recall: 0.4902
Epoch 182/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3426 - recall: 0.4730 - val_loss: 0.3433 - val_recall: 0.5049
Epoch 183/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3421 - recall: 0.4755 - val_loss: 0.3428 - val_recall: 0.5025
Epoch 184/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3458 - recall: 0.4648 - val_loss: 0.3434 - val_recall: 0.5025
Epoch 185/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3410 - recall: 0.4738 - val_loss: 0.3434 - val_recall: 0.4828
Epoch 186/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3469 - recall: 0.4615 - val_loss: 0.3463 - val_recall: 0.4951
Epoch 187/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3393 - recall: 0.4902 - val_loss: 0.3421 - val_recall: 0.4926
Epoch 188/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3479 - recall: 0.4746 - val_loss: 0.3435 - val_recall: 0.5025
Epoch 189/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3402 - recall: 0.4697 - val_loss: 0.3424 - val_recall: 0.4926
Epoch 190/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3493 - recall: 0.4583 - val_loss: 0.3429 - val_recall: 0.4730
Epoch 191/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3417 - recall: 0.4681 - val_loss: 0.3412 - val_recall: 0.4902
Epoch 192/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3478 - recall: 0.4689 - val_loss: 0.3431 - val_recall: 0.4853
Epoch 193/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3437 - recall: 0.4640 - val_loss: 0.3424 - val_recall: 0.4877
Epoch 194/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3442 - recall: 0.4771 - val_loss: 0.3417 - val_recall: 0.4853
Epoch 195/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3448 - recall: 0.4640 - val_loss: 0.3426 - val_recall: 0.4877
Epoch 196/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3440 - recall: 0.4722 - val_loss: 0.3439 - val_recall: 0.4779
Epoch 197/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3424 - recall: 0.4705 - val_loss: 0.3454 - val_recall: 0.4951
Epoch 198/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3451 - recall: 0.4722 - val_loss: 0.3424 - val_recall: 0.4804
Epoch 199/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3435 - recall: 0.4763 - val_loss: 0.3456 - val_recall: 0.5123
Epoch 200/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3449 - recall: 0.4763 - val_loss: 0.3436 - val_recall: 0.4951
Epoch 201/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3439 - recall: 0.4836 - val_loss: 0.3441 - val_recall: 0.5049
Epoch 202/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3446 - recall: 0.4664 - val_loss: 0.3462 - val_recall: 0.5172
Epoch 203/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3459 - recall: 0.4763 - val_loss: 0.3420 - val_recall: 0.4975
Epoch 204/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3481 - recall: 0.4746 - val_loss: 0.3436 - val_recall: 0.5025
Epoch 205/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3427 - recall: 0.4689 - val_loss: 0.3434 - val_recall: 0.5049
Epoch 206/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3398 - recall: 0.4664 - val_loss: 0.3424 - val_recall: 0.4975
Epoch 207/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3439 - recall: 0.4779 - val_loss: 0.3422 - val_recall: 0.5049
Epoch 208/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3383 - recall: 0.4738 - val_loss: 0.3416 - val_recall: 0.4926
Epoch 209/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3396 - recall: 0.4722 - val_loss: 0.3425 - val_recall: 0.4951
Epoch 210/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3390 - recall: 0.4836 - val_loss: 0.3430 - val_recall: 0.5025
Epoch 211/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3444 - recall: 0.4730 - val_loss: 0.3424 - val_recall: 0.4926
Epoch 212/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3438 - recall: 0.4664 - val_loss: 0.3423 - val_recall: 0.4804
Epoch 213/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3458 - recall: 0.4664 - val_loss: 0.3431 - val_recall: 0.4706
Epoch 214/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3416 - recall: 0.4673 - val_loss: 0.3419 - val_recall: 0.4730
Epoch 215/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3401 - recall: 0.4656 - val_loss: 0.3433 - val_recall: 0.4730
Epoch 216/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3427 - recall: 0.4787 - val_loss: 0.3440 - val_recall: 0.4755
Epoch 217/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3393 - recall: 0.4705 - val_loss: 0.3430 - val_recall: 0.4804
Epoch 218/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3431 - recall: 0.4763 - val_loss: 0.3422 - val_recall: 0.4853
Epoch 219/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3447 - recall: 0.4624 - val_loss: 0.3425 - val_recall: 0.4804
Epoch 220/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3456 - recall: 0.4714 - val_loss: 0.3433 - val_recall: 0.4902
Epoch 221/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3391 - recall: 0.4697 - val_loss: 0.3437 - val_recall: 0.5049
Epoch 222/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3420 - recall: 0.4730 - val_loss: 0.3415 - val_recall: 0.5025
Epoch 223/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3454 - recall: 0.4771 - val_loss: 0.3412 - val_recall: 0.4975
Epoch 224/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3412 - recall: 0.4787 - val_loss: 0.3416 - val_recall: 0.5123
Epoch 225/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3415 - recall: 0.4755 - val_loss: 0.3435 - val_recall: 0.5147
Epoch 226/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3431 - recall: 0.4836 - val_loss: 0.3431 - val_recall: 0.5000
Epoch 227/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3394 - recall: 0.4763 - val_loss: 0.3446 - val_recall: 0.5123
Epoch 228/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3396 - recall: 0.4877 - val_loss: 0.3420 - val_recall: 0.4975
Epoch 229/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3443 - recall: 0.4804 - val_loss: 0.3446 - val_recall: 0.4926
Epoch 230/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3418 - recall: 0.4689 - val_loss: 0.3429 - val_recall: 0.5049
Epoch 231/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3423 - recall: 0.4894 - val_loss: 0.3419 - val_recall: 0.4902
Epoch 232/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3441 - recall: 0.4599 - val_loss: 0.3471 - val_recall: 0.5049
Epoch 233/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3424 - recall: 0.4820 - val_loss: 0.3417 - val_recall: 0.4926
Epoch 234/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3412 - recall: 0.4632 - val_loss: 0.3454 - val_recall: 0.5000
Epoch 235/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3437 - recall: 0.4746 - val_loss: 0.3439 - val_recall: 0.5049
Epoch 236/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3358 - recall: 0.4722 - val_loss: 0.3451 - val_recall: 0.4951
Epoch 237/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3384 - recall: 0.4828 - val_loss: 0.3433 - val_recall: 0.4975
Epoch 238/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4812 - val_loss: 0.3431 - val_recall: 0.5074
Epoch 239/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3390 - recall: 0.4902 - val_loss: 0.3408 - val_recall: 0.4951
Epoch 240/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3429 - recall: 0.4738 - val_loss: 0.3437 - val_recall: 0.4902
Epoch 241/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3401 - recall: 0.4771 - val_loss: 0.3425 - val_recall: 0.4926
Epoch 242/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3367 - recall: 0.4804 - val_loss: 0.3428 - val_recall: 0.4951
Epoch 243/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3368 - recall: 0.5016 - val_loss: 0.3441 - val_recall: 0.5074
Epoch 244/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3433 - recall: 0.4804 - val_loss: 0.3449 - val_recall: 0.5000
Epoch 245/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3430 - recall: 0.4771 - val_loss: 0.3414 - val_recall: 0.5074
Epoch 246/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3424 - recall: 0.4673 - val_loss: 0.3465 - val_recall: 0.5074
Epoch 247/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3377 - recall: 0.4812 - val_loss: 0.3438 - val_recall: 0.5123
Epoch 248/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3440 - recall: 0.4673 - val_loss: 0.3424 - val_recall: 0.5049
Epoch 249/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3441 - recall: 0.4763 - val_loss: 0.3427 - val_recall: 0.5098
Epoch 250/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3397 - recall: 0.4763 - val_loss: 0.3443 - val_recall: 0.5000
Epoch 251/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3441 - recall: 0.4755 - val_loss: 0.3436 - val_recall: 0.4902
Epoch 252/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3393 - recall: 0.4795 - val_loss: 0.3447 - val_recall: 0.4902
Epoch 253/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3401 - recall: 0.4877 - val_loss: 0.3474 - val_recall: 0.5000
Epoch 254/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3413 - recall: 0.4714 - val_loss: 0.3451 - val_recall: 0.4975
Epoch 255/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3420 - recall: 0.4730 - val_loss: 0.3447 - val_recall: 0.4853
Epoch 256/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3405 - recall: 0.4771 - val_loss: 0.3442 - val_recall: 0.4926
Epoch 257/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3462 - recall: 0.4779 - val_loss: 0.3432 - val_recall: 0.4730
Epoch 258/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3366 - recall: 0.4738 - val_loss: 0.3469 - val_recall: 0.5049
Epoch 259/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3427 - recall: 0.4787 - val_loss: 0.3457 - val_recall: 0.4902
Epoch 260/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3425 - recall: 0.4697 - val_loss: 0.3450 - val_recall: 0.4975
Epoch 261/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3384 - recall: 0.4918 - val_loss: 0.3414 - val_recall: 0.4975
Epoch 262/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3387 - recall: 0.4861 - val_loss: 0.3432 - val_recall: 0.4926
Epoch 263/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3421 - recall: 0.4787 - val_loss: 0.3447 - val_recall: 0.4975
Epoch 264/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3376 - recall: 0.4795 - val_loss: 0.3445 - val_recall: 0.5025
Epoch 265/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3375 - recall: 0.4722 - val_loss: 0.3465 - val_recall: 0.5025
Epoch 266/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3422 - recall: 0.4771 - val_loss: 0.3450 - val_recall: 0.5025
Epoch 267/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3444 - recall: 0.4861 - val_loss: 0.3427 - val_recall: 0.4975
Epoch 268/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4853 - val_loss: 0.3430 - val_recall: 0.4828
Epoch 269/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3425 - recall: 0.4763 - val_loss: 0.3456 - val_recall: 0.5025
Epoch 270/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3392 - recall: 0.4787 - val_loss: 0.3458 - val_recall: 0.4779
Epoch 271/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3348 - recall: 0.4804 - val_loss: 0.3459 - val_recall: 0.5000
Epoch 272/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3392 - recall: 0.4664 - val_loss: 0.3463 - val_recall: 0.5025
Epoch 273/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3420 - recall: 0.4746 - val_loss: 0.3473 - val_recall: 0.5025
Epoch 274/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3384 - recall: 0.4894 - val_loss: 0.3458 - val_recall: 0.5025
Epoch 275/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3425 - recall: 0.4755 - val_loss: 0.3454 - val_recall: 0.4877
Epoch 276/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3377 - recall: 0.4885 - val_loss: 0.3438 - val_recall: 0.4853
Epoch 277/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3389 - recall: 0.4804 - val_loss: 0.3490 - val_recall: 0.5074
Epoch 278/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3374 - recall: 0.4902 - val_loss: 0.3461 - val_recall: 0.4902
Epoch 279/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4951 - val_loss: 0.3443 - val_recall: 0.4877
Epoch 280/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3366 - recall: 0.4730 - val_loss: 0.3463 - val_recall: 0.5025
Epoch 281/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.4820 - val_loss: 0.3482 - val_recall: 0.5074
Epoch 282/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3369 - recall: 0.4869 - val_loss: 0.3444 - val_recall: 0.4902
Epoch 283/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3365 - recall: 0.4885 - val_loss: 0.3485 - val_recall: 0.5049
Epoch 284/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3378 - recall: 0.4926 - val_loss: 0.3468 - val_recall: 0.4877
Epoch 285/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3422 - recall: 0.4730 - val_loss: 0.3450 - val_recall: 0.4779
Epoch 286/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3376 - recall: 0.4845 - val_loss: 0.3466 - val_recall: 0.4926
Epoch 287/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3404 - recall: 0.4861 - val_loss: 0.3457 - val_recall: 0.4902
Epoch 288/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3403 - recall: 0.4902 - val_loss: 0.3447 - val_recall: 0.4926
Epoch 289/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3369 - recall: 0.4697 - val_loss: 0.3456 - val_recall: 0.4926
Epoch 290/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4910 - val_loss: 0.3439 - val_recall: 0.4828
Epoch 291/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3376 - recall: 0.4763 - val_loss: 0.3475 - val_recall: 0.4902
Epoch 292/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3418 - recall: 0.4705 - val_loss: 0.3467 - val_recall: 0.4975
Epoch 293/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3329 - recall: 0.4804 - val_loss: 0.3456 - val_recall: 0.4951
Epoch 294/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3390 - recall: 0.4836 - val_loss: 0.3466 - val_recall: 0.4877
Epoch 295/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4730 - val_loss: 0.3465 - val_recall: 0.4902
Epoch 296/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3372 - recall: 0.4894 - val_loss: 0.3491 - val_recall: 0.4902
Epoch 297/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3372 - recall: 0.4836 - val_loss: 0.3467 - val_recall: 0.4755
Epoch 298/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3386 - recall: 0.4763 - val_loss: 0.3460 - val_recall: 0.4902
Epoch 299/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4902 - val_loss: 0.3471 - val_recall: 0.4804
Epoch 300/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3394 - recall: 0.4763 - val_loss: 0.3471 - val_recall: 0.4926
Epoch 301/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4992 - val_loss: 0.3449 - val_recall: 0.4804
Epoch 302/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3330 - recall: 0.4975 - val_loss: 0.3468 - val_recall: 0.4853
Epoch 303/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3381 - recall: 0.4763 - val_loss: 0.3465 - val_recall: 0.4877
Epoch 304/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3402 - recall: 0.4714 - val_loss: 0.3494 - val_recall: 0.4951
Epoch 305/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3395 - recall: 0.4877 - val_loss: 0.3463 - val_recall: 0.4681
Epoch 306/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3379 - recall: 0.4812 - val_loss: 0.3473 - val_recall: 0.4926
Epoch 307/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3352 - recall: 0.4795 - val_loss: 0.3491 - val_recall: 0.5049
Epoch 308/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4910 - val_loss: 0.3445 - val_recall: 0.4975
Epoch 309/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4853 - val_loss: 0.3495 - val_recall: 0.5196
Epoch 310/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3424 - recall: 0.4795 - val_loss: 0.3445 - val_recall: 0.4902
Epoch 311/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3391 - recall: 0.4615 - val_loss: 0.3486 - val_recall: 0.5074
Epoch 312/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4992 - val_loss: 0.3475 - val_recall: 0.5098
Epoch 313/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3365 - recall: 0.4795 - val_loss: 0.3497 - val_recall: 0.5098
Epoch 314/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3400 - recall: 0.4845 - val_loss: 0.3482 - val_recall: 0.5074
Epoch 315/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3351 - recall: 0.4804 - val_loss: 0.3479 - val_recall: 0.4951
Epoch 316/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4918 - val_loss: 0.3450 - val_recall: 0.4975
Epoch 317/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4959 - val_loss: 0.3466 - val_recall: 0.4951
Epoch 318/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3362 - recall: 0.4787 - val_loss: 0.3505 - val_recall: 0.4975
Epoch 319/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4845 - val_loss: 0.3460 - val_recall: 0.4828
Epoch 320/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3405 - recall: 0.4820 - val_loss: 0.3499 - val_recall: 0.5049
Epoch 321/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4992 - val_loss: 0.3457 - val_recall: 0.4877
Epoch 322/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3380 - recall: 0.4845 - val_loss: 0.3525 - val_recall: 0.5172
Epoch 323/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.5016 - val_loss: 0.3497 - val_recall: 0.5025
Epoch 324/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3336 - recall: 0.4828 - val_loss: 0.3493 - val_recall: 0.5025
Epoch 325/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3383 - recall: 0.4828 - val_loss: 0.3473 - val_recall: 0.5025
Epoch 326/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3374 - recall: 0.4820 - val_loss: 0.3461 - val_recall: 0.4828
Epoch 327/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3388 - recall: 0.4763 - val_loss: 0.3489 - val_recall: 0.4951
Epoch 328/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.4902 - val_loss: 0.3502 - val_recall: 0.5123
Epoch 329/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3388 - recall: 0.4869 - val_loss: 0.3458 - val_recall: 0.4877
Epoch 330/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3354 - recall: 0.4779 - val_loss: 0.3475 - val_recall: 0.5074
Epoch 331/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4853 - val_loss: 0.3462 - val_recall: 0.4902
Epoch 332/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3396 - recall: 0.4812 - val_loss: 0.3459 - val_recall: 0.4902
Epoch 333/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3366 - recall: 0.4795 - val_loss: 0.3480 - val_recall: 0.5074
Epoch 334/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3365 - recall: 0.4787 - val_loss: 0.3479 - val_recall: 0.4926
Epoch 335/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3364 - recall: 0.4902 - val_loss: 0.3467 - val_recall: 0.4902
Epoch 336/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.4763 - val_loss: 0.3495 - val_recall: 0.4975
Epoch 337/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3362 - recall: 0.4836 - val_loss: 0.3469 - val_recall: 0.4877
Epoch 338/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3389 - recall: 0.4787 - val_loss: 0.3499 - val_recall: 0.5074
Epoch 339/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3389 - recall: 0.4894 - val_loss: 0.3519 - val_recall: 0.5025
Epoch 340/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3382 - recall: 0.4795 - val_loss: 0.3494 - val_recall: 0.5025
Epoch 341/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3344 - recall: 0.4975 - val_loss: 0.3487 - val_recall: 0.5098
Epoch 342/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3321 - recall: 0.4975 - val_loss: 0.3467 - val_recall: 0.4951
Epoch 343/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3422 - recall: 0.4656 - val_loss: 0.3515 - val_recall: 0.5098
Epoch 344/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3359 - recall: 0.4828 - val_loss: 0.3463 - val_recall: 0.4853
Epoch 345/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4836 - val_loss: 0.3506 - val_recall: 0.5270
Epoch 346/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4943 - val_loss: 0.3484 - val_recall: 0.5074
Epoch 347/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3431 - recall: 0.4787 - val_loss: 0.3478 - val_recall: 0.4828
Epoch 348/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3374 - recall: 0.4853 - val_loss: 0.3503 - val_recall: 0.5147
Epoch 349/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3327 - recall: 0.4828 - val_loss: 0.3492 - val_recall: 0.5049
Epoch 350/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4730 - val_loss: 0.3482 - val_recall: 0.5074
Epoch 351/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.5082 - val_loss: 0.3496 - val_recall: 0.5074
Epoch 352/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3362 - recall: 0.4853 - val_loss: 0.3496 - val_recall: 0.5000
Epoch 353/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3351 - recall: 0.5016 - val_loss: 0.3478 - val_recall: 0.5025
Epoch 354/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3358 - recall: 0.4804 - val_loss: 0.3475 - val_recall: 0.4951
Epoch 355/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3414 - recall: 0.4812 - val_loss: 0.3519 - val_recall: 0.5098
Epoch 356/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3369 - recall: 0.4967 - val_loss: 0.3510 - val_recall: 0.4902
Epoch 357/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3347 - recall: 0.4902 - val_loss: 0.3521 - val_recall: 0.5172
Epoch 358/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4975 - val_loss: 0.3504 - val_recall: 0.5000
Epoch 359/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.4992 - val_loss: 0.3481 - val_recall: 0.5025
Epoch 360/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3374 - recall: 0.4779 - val_loss: 0.3513 - val_recall: 0.5000
Epoch 361/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3354 - recall: 0.4853 - val_loss: 0.3497 - val_recall: 0.4951
Epoch 362/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3390 - recall: 0.4820 - val_loss: 0.3549 - val_recall: 0.5049
Epoch 363/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4975 - val_loss: 0.3488 - val_recall: 0.4877
Epoch 364/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.4673 - val_loss: 0.3530 - val_recall: 0.5147
Epoch 365/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.4918 - val_loss: 0.3533 - val_recall: 0.4926
Epoch 366/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3360 - recall: 0.4804 - val_loss: 0.3496 - val_recall: 0.4951
Epoch 367/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3378 - recall: 0.4869 - val_loss: 0.3503 - val_recall: 0.4975
Epoch 368/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3352 - recall: 0.4943 - val_loss: 0.3502 - val_recall: 0.5147
Epoch 369/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.5041 - val_loss: 0.3476 - val_recall: 0.5000
Epoch 370/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3368 - recall: 0.5098 - val_loss: 0.3471 - val_recall: 0.5074
Epoch 371/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3353 - recall: 0.4779 - val_loss: 0.3496 - val_recall: 0.5172
Epoch 372/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.5008 - val_loss: 0.3466 - val_recall: 0.4828
Epoch 373/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.5033 - val_loss: 0.3486 - val_recall: 0.5049
Epoch 374/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4951 - val_loss: 0.3507 - val_recall: 0.4951
Epoch 375/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3353 - recall: 0.4787 - val_loss: 0.3470 - val_recall: 0.4951
Epoch 376/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.4771 - val_loss: 0.3440 - val_recall: 0.4951
Epoch 377/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3386 - recall: 0.4869 - val_loss: 0.3474 - val_recall: 0.5098
Epoch 378/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4984 - val_loss: 0.3456 - val_recall: 0.4951
Epoch 379/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.4894 - val_loss: 0.3499 - val_recall: 0.5245
Epoch 380/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.5123 - val_loss: 0.3464 - val_recall: 0.4975
Epoch 381/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.5000 - val_loss: 0.3472 - val_recall: 0.5074
Epoch 382/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4926 - val_loss: 0.3481 - val_recall: 0.5098
Epoch 383/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5057 - val_loss: 0.3492 - val_recall: 0.5074
Epoch 384/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3342 - recall: 0.4828 - val_loss: 0.3492 - val_recall: 0.5049
Epoch 385/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4763 - val_loss: 0.3488 - val_recall: 0.5221
Epoch 386/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4902 - val_loss: 0.3485 - val_recall: 0.4877
Epoch 387/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4910 - val_loss: 0.3496 - val_recall: 0.5000
Epoch 388/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4967 - val_loss: 0.3504 - val_recall: 0.5098
Epoch 389/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3366 - recall: 0.4959 - val_loss: 0.3465 - val_recall: 0.4926
Epoch 390/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3351 - recall: 0.4714 - val_loss: 0.3496 - val_recall: 0.5172
Epoch 391/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4861 - val_loss: 0.3508 - val_recall: 0.5172
Epoch 392/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5008 - val_loss: 0.3495 - val_recall: 0.5172
Epoch 393/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3395 - recall: 0.4812 - val_loss: 0.3551 - val_recall: 0.5319
Epoch 394/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4992 - val_loss: 0.3512 - val_recall: 0.4975
Epoch 395/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3384 - recall: 0.4755 - val_loss: 0.3510 - val_recall: 0.4975
Epoch 396/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4869 - val_loss: 0.3522 - val_recall: 0.4951
Epoch 397/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3345 - recall: 0.4943 - val_loss: 0.3532 - val_recall: 0.4975
Epoch 398/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3368 - recall: 0.4861 - val_loss: 0.3479 - val_recall: 0.4828
Epoch 399/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4861 - val_loss: 0.3501 - val_recall: 0.5123
Epoch 400/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3399 - recall: 0.4705 - val_loss: 0.3482 - val_recall: 0.4902
Epoch 401/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3348 - recall: 0.5016 - val_loss: 0.3487 - val_recall: 0.5049
Epoch 402/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4943 - val_loss: 0.3495 - val_recall: 0.5098
Epoch 403/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3401 - recall: 0.4845 - val_loss: 0.3510 - val_recall: 0.4926
Epoch 404/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4836 - val_loss: 0.3504 - val_recall: 0.4926
Epoch 405/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.5025 - val_loss: 0.3503 - val_recall: 0.5049
Epoch 406/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5025 - val_loss: 0.3505 - val_recall: 0.5098
Epoch 407/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3352 - recall: 0.4984 - val_loss: 0.3523 - val_recall: 0.5074
Epoch 408/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3365 - recall: 0.4885 - val_loss: 0.3480 - val_recall: 0.4951
Epoch 409/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3349 - recall: 0.5000 - val_loss: 0.3525 - val_recall: 0.5025
Epoch 410/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4975 - val_loss: 0.3548 - val_recall: 0.5147
Epoch 411/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4959 - val_loss: 0.3520 - val_recall: 0.5025
Epoch 412/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3288 - recall: 0.5008 - val_loss: 0.3512 - val_recall: 0.5025
Epoch 413/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3326 - recall: 0.4959 - val_loss: 0.3508 - val_recall: 0.5000
Epoch 414/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.4869 - val_loss: 0.3508 - val_recall: 0.5000
Epoch 415/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3355 - recall: 0.4910 - val_loss: 0.3531 - val_recall: 0.5049
Epoch 416/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.4894 - val_loss: 0.3561 - val_recall: 0.4975
Epoch 417/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5041 - val_loss: 0.3533 - val_recall: 0.4951
Epoch 418/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3378 - recall: 0.4861 - val_loss: 0.3529 - val_recall: 0.5000
Epoch 419/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4975 - val_loss: 0.3510 - val_recall: 0.4926
Epoch 420/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.4853 - val_loss: 0.3538 - val_recall: 0.5074
Epoch 421/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.5049 - val_loss: 0.3521 - val_recall: 0.4926
Epoch 422/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.5172 - val_loss: 0.3506 - val_recall: 0.4926
Epoch 423/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5025 - val_loss: 0.3513 - val_recall: 0.4975
Epoch 424/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4943 - val_loss: 0.3509 - val_recall: 0.4853
Epoch 425/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4804 - val_loss: 0.3533 - val_recall: 0.5049
Epoch 426/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.5131 - val_loss: 0.3496 - val_recall: 0.4951
Epoch 427/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4902 - val_loss: 0.3509 - val_recall: 0.4975
Epoch 428/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3358 - recall: 0.4951 - val_loss: 0.3522 - val_recall: 0.4951
Epoch 429/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3275 - recall: 0.5065 - val_loss: 0.3519 - val_recall: 0.5000
Epoch 430/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3348 - recall: 0.4959 - val_loss: 0.3518 - val_recall: 0.5025
Epoch 431/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.4992 - val_loss: 0.3496 - val_recall: 0.4951
Epoch 432/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3328 - recall: 0.4943 - val_loss: 0.3547 - val_recall: 0.5074
Epoch 433/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.4910 - val_loss: 0.3556 - val_recall: 0.5098
Epoch 434/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3347 - recall: 0.5049 - val_loss: 0.3536 - val_recall: 0.4877
Epoch 435/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4984 - val_loss: 0.3516 - val_recall: 0.4877
Epoch 436/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3379 - recall: 0.4885 - val_loss: 0.3540 - val_recall: 0.4902
Epoch 437/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4894 - val_loss: 0.3515 - val_recall: 0.5074
Epoch 438/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.5098 - val_loss: 0.3513 - val_recall: 0.5000
Epoch 439/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.5123 - val_loss: 0.3517 - val_recall: 0.5074
Epoch 440/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3338 - recall: 0.5025 - val_loss: 0.3542 - val_recall: 0.5025
Epoch 441/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.5025 - val_loss: 0.3505 - val_recall: 0.4828
Epoch 442/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.4951 - val_loss: 0.3526 - val_recall: 0.4951
Epoch 443/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3345 - recall: 0.4902 - val_loss: 0.3512 - val_recall: 0.5098
Epoch 444/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3342 - recall: 0.5180 - val_loss: 0.3514 - val_recall: 0.4902
Epoch 445/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4943 - val_loss: 0.3518 - val_recall: 0.5098
Epoch 446/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5155 - val_loss: 0.3509 - val_recall: 0.5049
Epoch 447/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4861 - val_loss: 0.3535 - val_recall: 0.5025
Epoch 448/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.5041 - val_loss: 0.3532 - val_recall: 0.4926
Epoch 449/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4967 - val_loss: 0.3514 - val_recall: 0.4828
Epoch 450/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.4975 - val_loss: 0.3551 - val_recall: 0.5049
Epoch 451/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4926 - val_loss: 0.3511 - val_recall: 0.4926
Epoch 452/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.5033 - val_loss: 0.3539 - val_recall: 0.5025
Epoch 453/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3333 - recall: 0.4894 - val_loss: 0.3497 - val_recall: 0.4877
Epoch 454/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4902 - val_loss: 0.3530 - val_recall: 0.5123
Epoch 455/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3340 - recall: 0.5008 - val_loss: 0.3526 - val_recall: 0.5074
Epoch 456/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4869 - val_loss: 0.3534 - val_recall: 0.5074
Epoch 457/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3391 - recall: 0.5000 - val_loss: 0.3503 - val_recall: 0.5025
Epoch 458/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3370 - recall: 0.4951 - val_loss: 0.3582 - val_recall: 0.4951
Epoch 459/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.4967 - val_loss: 0.3522 - val_recall: 0.4804
Epoch 460/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4951 - val_loss: 0.3510 - val_recall: 0.4804
Epoch 461/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.4894 - val_loss: 0.3536 - val_recall: 0.4877
Epoch 462/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3341 - recall: 0.4959 - val_loss: 0.3528 - val_recall: 0.4975
Epoch 463/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.4935 - val_loss: 0.3498 - val_recall: 0.4877
Epoch 464/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3336 - recall: 0.5008 - val_loss: 0.3508 - val_recall: 0.4926
Epoch 465/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4885 - val_loss: 0.3506 - val_recall: 0.4926
Epoch 466/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3275 - recall: 0.5123 - val_loss: 0.3541 - val_recall: 0.4975
Epoch 467/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4894 - val_loss: 0.3499 - val_recall: 0.4853
Epoch 468/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5131 - val_loss: 0.3518 - val_recall: 0.5025
Epoch 469/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3277 - recall: 0.5049 - val_loss: 0.3496 - val_recall: 0.5025
Epoch 470/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.5164 - val_loss: 0.3555 - val_recall: 0.5074
Epoch 471/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.5049 - val_loss: 0.3505 - val_recall: 0.4804
Epoch 472/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4967 - val_loss: 0.3510 - val_recall: 0.4755
Epoch 473/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3279 - recall: 0.5016 - val_loss: 0.3519 - val_recall: 0.4853
Epoch 474/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.4877 - val_loss: 0.3517 - val_recall: 0.4804
Epoch 475/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.4951 - val_loss: 0.3500 - val_recall: 0.4902
Epoch 476/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3343 - recall: 0.4804 - val_loss: 0.3538 - val_recall: 0.4975
Epoch 477/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3293 - recall: 0.4935 - val_loss: 0.3526 - val_recall: 0.4877
Epoch 478/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3356 - recall: 0.5098 - val_loss: 0.3500 - val_recall: 0.4779
Epoch 479/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5016 - val_loss: 0.3532 - val_recall: 0.4828
Epoch 480/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4894 - val_loss: 0.3566 - val_recall: 0.5098
Epoch 481/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3326 - recall: 0.4951 - val_loss: 0.3522 - val_recall: 0.4926
Epoch 482/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.5123 - val_loss: 0.3531 - val_recall: 0.4902
Epoch 483/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.4877 - val_loss: 0.3553 - val_recall: 0.5025
Epoch 484/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4877 - val_loss: 0.3529 - val_recall: 0.4951
Epoch 485/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4943 - val_loss: 0.3532 - val_recall: 0.5074
Epoch 486/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.5049 - val_loss: 0.3528 - val_recall: 0.4853
Epoch 487/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4959 - val_loss: 0.3541 - val_recall: 0.4926
Epoch 488/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.4984 - val_loss: 0.3560 - val_recall: 0.5098
Epoch 489/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3388 - recall: 0.4877 - val_loss: 0.3530 - val_recall: 0.4804
Epoch 490/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.4910 - val_loss: 0.3533 - val_recall: 0.4951
Epoch 491/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.4935 - val_loss: 0.3522 - val_recall: 0.4975
Epoch 492/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5025 - val_loss: 0.3523 - val_recall: 0.5025
Epoch 493/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.4845 - val_loss: 0.3525 - val_recall: 0.4853
Epoch 494/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5008 - val_loss: 0.3525 - val_recall: 0.5049
Epoch 495/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4984 - val_loss: 0.3529 - val_recall: 0.5025
Epoch 496/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4894 - val_loss: 0.3573 - val_recall: 0.5000
Epoch 497/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.5057 - val_loss: 0.3541 - val_recall: 0.4828
Epoch 498/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4959 - val_loss: 0.3551 - val_recall: 0.5000
Epoch 499/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5041 - val_loss: 0.3568 - val_recall: 0.4951
Epoch 500/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4935 - val_loss: 0.3588 - val_recall: 0.5000
Epoch 501/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.5008 - val_loss: 0.3519 - val_recall: 0.4755
Epoch 502/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.5049 - val_loss: 0.3548 - val_recall: 0.5025
Epoch 503/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.4992 - val_loss: 0.3539 - val_recall: 0.4926
Epoch 504/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3357 - recall: 0.4885 - val_loss: 0.3582 - val_recall: 0.4902
Epoch 505/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.5033 - val_loss: 0.3551 - val_recall: 0.4926
Epoch 506/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5139 - val_loss: 0.3537 - val_recall: 0.4926
Epoch 507/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3212 - recall: 0.5221 - val_loss: 0.3544 - val_recall: 0.5098
Epoch 508/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3379 - recall: 0.4820 - val_loss: 0.3571 - val_recall: 0.4926
Epoch 509/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.5016 - val_loss: 0.3532 - val_recall: 0.5025
Epoch 510/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.5041 - val_loss: 0.3512 - val_recall: 0.4853
Epoch 511/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3265 - recall: 0.4992 - val_loss: 0.3534 - val_recall: 0.4951
Epoch 512/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5106 - val_loss: 0.3517 - val_recall: 0.4730
Epoch 513/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3352 - recall: 0.4853 - val_loss: 0.3570 - val_recall: 0.4975
Epoch 514/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3373 - recall: 0.4861 - val_loss: 0.3552 - val_recall: 0.4706
Epoch 515/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3322 - recall: 0.4959 - val_loss: 0.3534 - val_recall: 0.5000
Epoch 516/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3295 - recall: 0.5041 - val_loss: 0.3554 - val_recall: 0.4853
Epoch 517/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.4959 - val_loss: 0.3555 - val_recall: 0.4951
Epoch 518/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5074 - val_loss: 0.3551 - val_recall: 0.4877
Epoch 519/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4984 - val_loss: 0.3548 - val_recall: 0.4902
Epoch 520/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.5033 - val_loss: 0.3582 - val_recall: 0.4902
Epoch 521/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5041 - val_loss: 0.3567 - val_recall: 0.4877
Epoch 522/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3331 - recall: 0.4918 - val_loss: 0.3599 - val_recall: 0.4975
Epoch 523/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3306 - recall: 0.4910 - val_loss: 0.3575 - val_recall: 0.4902
Epoch 524/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5221 - val_loss: 0.3517 - val_recall: 0.4828
Epoch 525/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.4935 - val_loss: 0.3558 - val_recall: 0.4926
Epoch 526/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4992 - val_loss: 0.3550 - val_recall: 0.4853
Epoch 527/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4992 - val_loss: 0.3546 - val_recall: 0.4902
Epoch 528/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5065 - val_loss: 0.3575 - val_recall: 0.5025
Epoch 529/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5147 - val_loss: 0.3557 - val_recall: 0.5049
Epoch 530/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.5033 - val_loss: 0.3600 - val_recall: 0.5123
Epoch 531/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5074 - val_loss: 0.3525 - val_recall: 0.4926
Epoch 532/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.5049 - val_loss: 0.3572 - val_recall: 0.4951
Epoch 533/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3314 - recall: 0.4967 - val_loss: 0.3557 - val_recall: 0.5147
Epoch 534/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5155 - val_loss: 0.3544 - val_recall: 0.5147
Epoch 535/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.5188 - val_loss: 0.3565 - val_recall: 0.4975
Epoch 536/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3357 - recall: 0.4975 - val_loss: 0.3644 - val_recall: 0.5098
Epoch 537/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4984 - val_loss: 0.3547 - val_recall: 0.4975
Epoch 538/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3324 - recall: 0.5041 - val_loss: 0.3557 - val_recall: 0.4926
Epoch 539/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5106 - val_loss: 0.3543 - val_recall: 0.5074
Epoch 540/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.4943 - val_loss: 0.3554 - val_recall: 0.5025
Epoch 541/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.5098 - val_loss: 0.3583 - val_recall: 0.4975
Epoch 542/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5205 - val_loss: 0.3530 - val_recall: 0.4975
Epoch 543/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5008 - val_loss: 0.3548 - val_recall: 0.4853
Epoch 544/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.5049 - val_loss: 0.3557 - val_recall: 0.4853
Epoch 545/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.5000 - val_loss: 0.3564 - val_recall: 0.4926
Epoch 546/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5155 - val_loss: 0.3558 - val_recall: 0.4975
Epoch 547/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3255 - recall: 0.5082 - val_loss: 0.3532 - val_recall: 0.4877
Epoch 548/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3303 - recall: 0.4975 - val_loss: 0.3540 - val_recall: 0.4926
Epoch 549/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.5033 - val_loss: 0.3569 - val_recall: 0.5074
Epoch 550/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3359 - recall: 0.5000 - val_loss: 0.3537 - val_recall: 0.4902
Epoch 551/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4951 - val_loss: 0.3537 - val_recall: 0.4730
Epoch 552/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5049 - val_loss: 0.3562 - val_recall: 0.4730
Epoch 553/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5041 - val_loss: 0.3576 - val_recall: 0.4951
Epoch 554/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3265 - recall: 0.4975 - val_loss: 0.3550 - val_recall: 0.4975
Epoch 555/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3335 - recall: 0.5041 - val_loss: 0.3561 - val_recall: 0.4902
Epoch 556/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5057 - val_loss: 0.3539 - val_recall: 0.4828
Epoch 557/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.5041 - val_loss: 0.3611 - val_recall: 0.5098
Epoch 558/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.4910 - val_loss: 0.3558 - val_recall: 0.4951
Epoch 559/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.5025 - val_loss: 0.3552 - val_recall: 0.4902
Epoch 560/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.4959 - val_loss: 0.3559 - val_recall: 0.4926
Epoch 561/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.4943 - val_loss: 0.3579 - val_recall: 0.4877
Epoch 562/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3277 - recall: 0.5090 - val_loss: 0.3565 - val_recall: 0.5049
Epoch 563/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.5016 - val_loss: 0.3558 - val_recall: 0.4926
Epoch 564/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5123 - val_loss: 0.3556 - val_recall: 0.5000
Epoch 565/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.5164 - val_loss: 0.3531 - val_recall: 0.5025
Epoch 566/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5074 - val_loss: 0.3568 - val_recall: 0.5025
Epoch 567/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.5090 - val_loss: 0.3571 - val_recall: 0.4902
Epoch 568/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5155 - val_loss: 0.3541 - val_recall: 0.5049
Epoch 569/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3293 - recall: 0.5057 - val_loss: 0.3576 - val_recall: 0.5049
Epoch 570/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3299 - recall: 0.5016 - val_loss: 0.3525 - val_recall: 0.4657
Epoch 571/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3276 - recall: 0.5082 - val_loss: 0.3573 - val_recall: 0.5000
Epoch 572/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3260 - recall: 0.5008 - val_loss: 0.3570 - val_recall: 0.5049
Epoch 573/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3304 - recall: 0.5049 - val_loss: 0.3556 - val_recall: 0.4853
Epoch 574/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3291 - recall: 0.5082 - val_loss: 0.3593 - val_recall: 0.4951
Epoch 575/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3272 - recall: 0.5155 - val_loss: 0.3586 - val_recall: 0.4804
Epoch 576/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3286 - recall: 0.4975 - val_loss: 0.3624 - val_recall: 0.4877
Epoch 577/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3328 - recall: 0.5057 - val_loss: 0.3594 - val_recall: 0.4804
Epoch 578/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3317 - recall: 0.4836 - val_loss: 0.3560 - val_recall: 0.4926
Epoch 579/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4812 - val_loss: 0.3564 - val_recall: 0.5025
Epoch 580/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.4877 - val_loss: 0.3601 - val_recall: 0.4926
Epoch 581/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5041 - val_loss: 0.3583 - val_recall: 0.5000
Epoch 582/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5180 - val_loss: 0.3603 - val_recall: 0.5025
Epoch 583/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3319 - recall: 0.4918 - val_loss: 0.3543 - val_recall: 0.4779
Epoch 584/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.4959 - val_loss: 0.3561 - val_recall: 0.4828
Epoch 585/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.5033 - val_loss: 0.3575 - val_recall: 0.5000
Epoch 586/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5115 - val_loss: 0.3570 - val_recall: 0.4926
Epoch 587/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.5098 - val_loss: 0.3601 - val_recall: 0.4877
Epoch 588/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.5008 - val_loss: 0.3605 - val_recall: 0.4926
Epoch 589/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4918 - val_loss: 0.3560 - val_recall: 0.4877
Epoch 590/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.5164 - val_loss: 0.3575 - val_recall: 0.4828
Epoch 591/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4992 - val_loss: 0.3595 - val_recall: 0.4828
Epoch 592/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.5000 - val_loss: 0.3549 - val_recall: 0.4926
Epoch 593/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.5025 - val_loss: 0.3557 - val_recall: 0.4706
Epoch 594/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5033 - val_loss: 0.3560 - val_recall: 0.4926
Epoch 595/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.5131 - val_loss: 0.3603 - val_recall: 0.5000
Epoch 596/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3326 - recall: 0.4992 - val_loss: 0.3585 - val_recall: 0.4828
Epoch 597/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3260 - recall: 0.5082 - val_loss: 0.3579 - val_recall: 0.4804
Epoch 598/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5155 - val_loss: 0.3572 - val_recall: 0.4853
Epoch 599/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5115 - val_loss: 0.3594 - val_recall: 0.4755
Epoch 600/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5131 - val_loss: 0.3563 - val_recall: 0.4853
Epoch 601/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4910 - val_loss: 0.3610 - val_recall: 0.4877
Epoch 602/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3344 - recall: 0.4779 - val_loss: 0.3613 - val_recall: 0.4877
Epoch 603/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3248 - recall: 0.5041 - val_loss: 0.3586 - val_recall: 0.4902
Epoch 604/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5082 - val_loss: 0.3598 - val_recall: 0.5000
Epoch 605/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.5008 - val_loss: 0.3586 - val_recall: 0.4951
Epoch 606/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.4967 - val_loss: 0.3594 - val_recall: 0.5025
Epoch 607/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.5025 - val_loss: 0.3585 - val_recall: 0.4951
Epoch 608/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3302 - recall: 0.4894 - val_loss: 0.3590 - val_recall: 0.4902
Epoch 609/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.5049 - val_loss: 0.3570 - val_recall: 0.5098
Epoch 610/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4951 - val_loss: 0.3568 - val_recall: 0.4804
Epoch 611/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3348 - recall: 0.4935 - val_loss: 0.3621 - val_recall: 0.4951
Epoch 612/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.4951 - val_loss: 0.3606 - val_recall: 0.4853
Epoch 613/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5090 - val_loss: 0.3579 - val_recall: 0.4681
Epoch 614/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.4869 - val_loss: 0.3574 - val_recall: 0.4951
Epoch 615/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5188 - val_loss: 0.3586 - val_recall: 0.4828
Epoch 616/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5033 - val_loss: 0.3616 - val_recall: 0.4902
Epoch 617/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5057 - val_loss: 0.3611 - val_recall: 0.4902
Epoch 618/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.5008 - val_loss: 0.3602 - val_recall: 0.4951
Epoch 619/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3275 - recall: 0.5090 - val_loss: 0.3591 - val_recall: 0.4804
Epoch 620/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3332 - recall: 0.4894 - val_loss: 0.3597 - val_recall: 0.4975
Epoch 621/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4959 - val_loss: 0.3590 - val_recall: 0.4853
Epoch 622/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5074 - val_loss: 0.3615 - val_recall: 0.5074
Epoch 623/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.5049 - val_loss: 0.3604 - val_recall: 0.4926
Epoch 624/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.4984 - val_loss: 0.3628 - val_recall: 0.4828
Epoch 625/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.4967 - val_loss: 0.3604 - val_recall: 0.4853
Epoch 626/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5237 - val_loss: 0.3581 - val_recall: 0.5000
Epoch 627/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.5123 - val_loss: 0.3666 - val_recall: 0.5074
Epoch 628/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4918 - val_loss: 0.3644 - val_recall: 0.5025
Epoch 629/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5205 - val_loss: 0.3601 - val_recall: 0.4877
Epoch 630/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.4992 - val_loss: 0.3651 - val_recall: 0.4951
Epoch 631/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.5155 - val_loss: 0.3586 - val_recall: 0.5074
Epoch 632/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5147 - val_loss: 0.3623 - val_recall: 0.5025
Epoch 633/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.4959 - val_loss: 0.3615 - val_recall: 0.4902
Epoch 634/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5106 - val_loss: 0.3612 - val_recall: 0.5147
Epoch 635/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5000 - val_loss: 0.3592 - val_recall: 0.5074
Epoch 636/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5082 - val_loss: 0.3586 - val_recall: 0.4877
Epoch 637/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.5049 - val_loss: 0.3576 - val_recall: 0.4926
Epoch 638/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5049 - val_loss: 0.3613 - val_recall: 0.4926
Epoch 639/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5090 - val_loss: 0.3550 - val_recall: 0.4779
Epoch 640/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5090 - val_loss: 0.3560 - val_recall: 0.4730
Epoch 641/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5000 - val_loss: 0.3580 - val_recall: 0.5025
Epoch 642/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3325 - recall: 0.5074 - val_loss: 0.3586 - val_recall: 0.4853
Epoch 643/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5082 - val_loss: 0.3594 - val_recall: 0.5123
Epoch 644/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5196 - val_loss: 0.3580 - val_recall: 0.5049
Epoch 645/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.5123 - val_loss: 0.3562 - val_recall: 0.5221
Epoch 646/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.5033 - val_loss: 0.3589 - val_recall: 0.5098
Epoch 647/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5196 - val_loss: 0.3567 - val_recall: 0.5025
Epoch 648/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5074 - val_loss: 0.3600 - val_recall: 0.5049
Epoch 649/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.5106 - val_loss: 0.3553 - val_recall: 0.5000
Epoch 650/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5196 - val_loss: 0.3567 - val_recall: 0.5000
Epoch 651/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5180 - val_loss: 0.3590 - val_recall: 0.5196
Epoch 652/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3310 - recall: 0.4935 - val_loss: 0.3577 - val_recall: 0.4975
Epoch 653/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3252 - recall: 0.5123 - val_loss: 0.3566 - val_recall: 0.4926
Epoch 654/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.5057 - val_loss: 0.3583 - val_recall: 0.4804
Epoch 655/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5115 - val_loss: 0.3622 - val_recall: 0.5196
Epoch 656/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5131 - val_loss: 0.3589 - val_recall: 0.4804
Epoch 657/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5082 - val_loss: 0.3615 - val_recall: 0.4877
Epoch 658/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3283 - recall: 0.4935 - val_loss: 0.3622 - val_recall: 0.4975
Epoch 659/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4992 - val_loss: 0.3598 - val_recall: 0.4804
Epoch 660/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3179 - recall: 0.5147 - val_loss: 0.3577 - val_recall: 0.4877
Epoch 661/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.4967 - val_loss: 0.3638 - val_recall: 0.4877
Epoch 662/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.5008 - val_loss: 0.3587 - val_recall: 0.5074
Epoch 663/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3252 - recall: 0.5082 - val_loss: 0.3597 - val_recall: 0.4926
Epoch 664/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3297 - recall: 0.5205 - val_loss: 0.3570 - val_recall: 0.4902
Epoch 665/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5008 - val_loss: 0.3604 - val_recall: 0.4853
Epoch 666/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3309 - recall: 0.5041 - val_loss: 0.3624 - val_recall: 0.4951
Epoch 667/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.5041 - val_loss: 0.3639 - val_recall: 0.4902
Epoch 668/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5049 - val_loss: 0.3586 - val_recall: 0.4779
Epoch 669/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5090 - val_loss: 0.3591 - val_recall: 0.4853
Epoch 670/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.4935 - val_loss: 0.3623 - val_recall: 0.4926
Epoch 671/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.5016 - val_loss: 0.3660 - val_recall: 0.5000
Epoch 672/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5139 - val_loss: 0.3654 - val_recall: 0.5000
Epoch 673/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5049 - val_loss: 0.3612 - val_recall: 0.4828
Epoch 674/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5016 - val_loss: 0.3633 - val_recall: 0.4926
Epoch 675/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5139 - val_loss: 0.3585 - val_recall: 0.4853
Epoch 676/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3311 - recall: 0.5139 - val_loss: 0.3579 - val_recall: 0.4853
Epoch 677/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5139 - val_loss: 0.3613 - val_recall: 0.4706
Epoch 678/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.5025 - val_loss: 0.3639 - val_recall: 0.4853
Epoch 679/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5098 - val_loss: 0.3588 - val_recall: 0.4926
Epoch 680/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5098 - val_loss: 0.3632 - val_recall: 0.4902
Epoch 681/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.5065 - val_loss: 0.3596 - val_recall: 0.4877
Epoch 682/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5155 - val_loss: 0.3630 - val_recall: 0.4853
Epoch 683/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.4967 - val_loss: 0.3638 - val_recall: 0.5000
Epoch 684/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3277 - recall: 0.4959 - val_loss: 0.3622 - val_recall: 0.4951
Epoch 685/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5074 - val_loss: 0.3642 - val_recall: 0.4951
Epoch 686/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5123 - val_loss: 0.3619 - val_recall: 0.4755
Epoch 687/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5025 - val_loss: 0.3663 - val_recall: 0.4730
Epoch 688/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5213 - val_loss: 0.3617 - val_recall: 0.4853
Epoch 689/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.5082 - val_loss: 0.3661 - val_recall: 0.4730
Epoch 690/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5065 - val_loss: 0.3646 - val_recall: 0.4902
Epoch 691/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.4967 - val_loss: 0.3643 - val_recall: 0.4804
Epoch 692/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3305 - recall: 0.5016 - val_loss: 0.3708 - val_recall: 0.4926
Epoch 693/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5172 - val_loss: 0.3658 - val_recall: 0.5000
Epoch 694/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3251 - recall: 0.5172 - val_loss: 0.3650 - val_recall: 0.5074
Epoch 695/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3302 - recall: 0.4975 - val_loss: 0.3614 - val_recall: 0.4779
Epoch 696/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4975 - val_loss: 0.3667 - val_recall: 0.4853
Epoch 697/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5049 - val_loss: 0.3640 - val_recall: 0.4853
Epoch 698/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.5123 - val_loss: 0.3629 - val_recall: 0.4804
Epoch 699/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3346 - recall: 0.4918 - val_loss: 0.3689 - val_recall: 0.5049
Epoch 700/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3364 - recall: 0.4975 - val_loss: 0.3618 - val_recall: 0.4828
Epoch 701/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3322 - recall: 0.5008 - val_loss: 0.3651 - val_recall: 0.4755
Epoch 702/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5082 - val_loss: 0.3623 - val_recall: 0.4657
Epoch 703/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.4975 - val_loss: 0.3644 - val_recall: 0.4779
Epoch 704/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3240 - recall: 0.5090 - val_loss: 0.3615 - val_recall: 0.4706
Epoch 705/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.5065 - val_loss: 0.3603 - val_recall: 0.4755
Epoch 706/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4967 - val_loss: 0.3646 - val_recall: 0.4779
Epoch 707/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5172 - val_loss: 0.3621 - val_recall: 0.4755
Epoch 708/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.4967 - val_loss: 0.3620 - val_recall: 0.4730
Epoch 709/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5033 - val_loss: 0.3574 - val_recall: 0.4730
Epoch 710/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5229 - val_loss: 0.3602 - val_recall: 0.4902
Epoch 711/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5065 - val_loss: 0.3636 - val_recall: 0.5025
Epoch 712/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3316 - recall: 0.5106 - val_loss: 0.3601 - val_recall: 0.4951
Epoch 713/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5106 - val_loss: 0.3658 - val_recall: 0.4926
Epoch 714/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3320 - recall: 0.4935 - val_loss: 0.3649 - val_recall: 0.4755
Epoch 715/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.5147 - val_loss: 0.3607 - val_recall: 0.4902
Epoch 716/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5065 - val_loss: 0.3638 - val_recall: 0.4951
Epoch 717/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3327 - recall: 0.4984 - val_loss: 0.3684 - val_recall: 0.4804
Epoch 718/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.4951 - val_loss: 0.3661 - val_recall: 0.5000
Epoch 719/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3323 - recall: 0.5172 - val_loss: 0.3607 - val_recall: 0.4730
Epoch 720/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5098 - val_loss: 0.3671 - val_recall: 0.4779
Epoch 721/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5188 - val_loss: 0.3674 - val_recall: 0.5000
Epoch 722/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3306 - recall: 0.5033 - val_loss: 0.3611 - val_recall: 0.4877
Epoch 723/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3350 - recall: 0.4992 - val_loss: 0.3667 - val_recall: 0.4853
Epoch 724/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3295 - recall: 0.5147 - val_loss: 0.3627 - val_recall: 0.4755
Epoch 725/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.5090 - val_loss: 0.3661 - val_recall: 0.5025
Epoch 726/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5057 - val_loss: 0.3669 - val_recall: 0.4681
Epoch 727/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5098 - val_loss: 0.3672 - val_recall: 0.4877
Epoch 728/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5147 - val_loss: 0.3646 - val_recall: 0.4975
Epoch 729/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5098 - val_loss: 0.3616 - val_recall: 0.4926
Epoch 730/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5082 - val_loss: 0.3665 - val_recall: 0.4902
Epoch 731/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5106 - val_loss: 0.3595 - val_recall: 0.4926
Epoch 732/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5123 - val_loss: 0.3626 - val_recall: 0.5049
Epoch 733/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.5123 - val_loss: 0.3614 - val_recall: 0.4828
Epoch 734/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5172 - val_loss: 0.3630 - val_recall: 0.5000
Epoch 735/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5082 - val_loss: 0.3598 - val_recall: 0.4902
Epoch 736/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5057 - val_loss: 0.3631 - val_recall: 0.4975
Epoch 737/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5303 - val_loss: 0.3593 - val_recall: 0.4951
Epoch 738/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5164 - val_loss: 0.3617 - val_recall: 0.5049
Epoch 739/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3312 - recall: 0.5074 - val_loss: 0.3629 - val_recall: 0.5000
Epoch 740/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3260 - recall: 0.5098 - val_loss: 0.3619 - val_recall: 0.4877
Epoch 741/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3273 - recall: 0.5106 - val_loss: 0.3621 - val_recall: 0.5147
Epoch 742/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3242 - recall: 0.5147 - val_loss: 0.3597 - val_recall: 0.4804
Epoch 743/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.4935 - val_loss: 0.3707 - val_recall: 0.4951
Epoch 744/2000
30/30 [==============================] - 0s 3ms/step - loss: 0.3253 - recall: 0.5098 - val_loss: 0.3606 - val_recall: 0.4779
Epoch 745/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5098 - val_loss: 0.3696 - val_recall: 0.5049
Epoch 746/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5188 - val_loss: 0.3623 - val_recall: 0.4853
Epoch 747/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.5008 - val_loss: 0.3680 - val_recall: 0.5025
Epoch 748/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5262 - val_loss: 0.3644 - val_recall: 0.5049
Epoch 749/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5221 - val_loss: 0.3623 - val_recall: 0.4951
Epoch 750/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3329 - recall: 0.5008 - val_loss: 0.3663 - val_recall: 0.4877
Epoch 751/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5237 - val_loss: 0.3635 - val_recall: 0.4975
Epoch 752/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3337 - recall: 0.4975 - val_loss: 0.3637 - val_recall: 0.4828
Epoch 753/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5147 - val_loss: 0.3639 - val_recall: 0.4902
Epoch 754/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5123 - val_loss: 0.3616 - val_recall: 0.4877
Epoch 755/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3255 - recall: 0.5278 - val_loss: 0.3625 - val_recall: 0.4804
Epoch 756/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5074 - val_loss: 0.3622 - val_recall: 0.4926
Epoch 757/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.5074 - val_loss: 0.3643 - val_recall: 0.5049
Epoch 758/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5155 - val_loss: 0.3587 - val_recall: 0.4975
Epoch 759/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5303 - val_loss: 0.3599 - val_recall: 0.5025
Epoch 760/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5139 - val_loss: 0.3621 - val_recall: 0.5147
Epoch 761/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5172 - val_loss: 0.3647 - val_recall: 0.4975
Epoch 762/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3212 - recall: 0.5139 - val_loss: 0.3654 - val_recall: 0.5025
Epoch 763/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3227 - recall: 0.5237 - val_loss: 0.3622 - val_recall: 0.4926
Epoch 764/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3235 - recall: 0.5164 - val_loss: 0.3641 - val_recall: 0.5098
Epoch 765/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3279 - recall: 0.5237 - val_loss: 0.3639 - val_recall: 0.4975
Epoch 766/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3260 - recall: 0.5115 - val_loss: 0.3615 - val_recall: 0.4951
Epoch 767/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5057 - val_loss: 0.3667 - val_recall: 0.4926
Epoch 768/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.5033 - val_loss: 0.3626 - val_recall: 0.4828
Epoch 769/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3295 - recall: 0.5123 - val_loss: 0.3691 - val_recall: 0.4926
Epoch 770/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3285 - recall: 0.5041 - val_loss: 0.3656 - val_recall: 0.4951
Epoch 771/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5115 - val_loss: 0.3655 - val_recall: 0.5049
Epoch 772/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3308 - recall: 0.5180 - val_loss: 0.3659 - val_recall: 0.5049
Epoch 773/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5213 - val_loss: 0.3648 - val_recall: 0.4926
Epoch 774/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5098 - val_loss: 0.3620 - val_recall: 0.5025
Epoch 775/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5155 - val_loss: 0.3629 - val_recall: 0.4926
Epoch 776/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3315 - recall: 0.4951 - val_loss: 0.3666 - val_recall: 0.4902
Epoch 777/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5131 - val_loss: 0.3654 - val_recall: 0.4877
Epoch 778/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5196 - val_loss: 0.3669 - val_recall: 0.5172
Epoch 779/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.5025 - val_loss: 0.3651 - val_recall: 0.5025
Epoch 780/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5016 - val_loss: 0.3684 - val_recall: 0.4951
Epoch 781/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.4959 - val_loss: 0.3604 - val_recall: 0.5049
Epoch 782/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5205 - val_loss: 0.3661 - val_recall: 0.4926
Epoch 783/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5278 - val_loss: 0.3650 - val_recall: 0.5049
Epoch 784/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5229 - val_loss: 0.3668 - val_recall: 0.5049
Epoch 785/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5131 - val_loss: 0.3644 - val_recall: 0.4975
Epoch 786/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5254 - val_loss: 0.3624 - val_recall: 0.4951
Epoch 787/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5180 - val_loss: 0.3660 - val_recall: 0.5123
Epoch 788/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5237 - val_loss: 0.3592 - val_recall: 0.4951
Epoch 789/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.5082 - val_loss: 0.3633 - val_recall: 0.4951
Epoch 790/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5139 - val_loss: 0.3670 - val_recall: 0.4975
Epoch 791/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5131 - val_loss: 0.3684 - val_recall: 0.4902
Epoch 792/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5082 - val_loss: 0.3627 - val_recall: 0.4877
Epoch 793/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3277 - recall: 0.5196 - val_loss: 0.3608 - val_recall: 0.4853
Epoch 794/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5033 - val_loss: 0.3585 - val_recall: 0.4828
Epoch 795/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5016 - val_loss: 0.3598 - val_recall: 0.4951
Epoch 796/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5172 - val_loss: 0.3640 - val_recall: 0.5000
Epoch 797/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5286 - val_loss: 0.3627 - val_recall: 0.4951
Epoch 798/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5131 - val_loss: 0.3635 - val_recall: 0.4926
Epoch 799/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5041 - val_loss: 0.3678 - val_recall: 0.4951
Epoch 800/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5025 - val_loss: 0.3653 - val_recall: 0.4902
Epoch 801/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5237 - val_loss: 0.3712 - val_recall: 0.5074
Epoch 802/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5172 - val_loss: 0.3662 - val_recall: 0.4877
Epoch 803/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.4992 - val_loss: 0.3646 - val_recall: 0.5000
Epoch 804/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5180 - val_loss: 0.3623 - val_recall: 0.4877
Epoch 805/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.4975 - val_loss: 0.3644 - val_recall: 0.5049
Epoch 806/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5131 - val_loss: 0.3616 - val_recall: 0.5049
Epoch 807/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5180 - val_loss: 0.3602 - val_recall: 0.5025
Epoch 808/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3230 - recall: 0.5270 - val_loss: 0.3627 - val_recall: 0.5025
Epoch 809/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.5245 - val_loss: 0.3625 - val_recall: 0.4951
Epoch 810/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5286 - val_loss: 0.3634 - val_recall: 0.5049
Epoch 811/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5196 - val_loss: 0.3671 - val_recall: 0.4853
Epoch 812/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5155 - val_loss: 0.3593 - val_recall: 0.4902
Epoch 813/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5082 - val_loss: 0.3639 - val_recall: 0.5098
Epoch 814/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3313 - recall: 0.5082 - val_loss: 0.3630 - val_recall: 0.4902
Epoch 815/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5147 - val_loss: 0.3618 - val_recall: 0.5098
Epoch 816/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5295 - val_loss: 0.3620 - val_recall: 0.4951
Epoch 817/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5196 - val_loss: 0.3643 - val_recall: 0.4975
Epoch 818/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5090 - val_loss: 0.3656 - val_recall: 0.5025
Epoch 819/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5123 - val_loss: 0.3619 - val_recall: 0.5000
Epoch 820/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3293 - recall: 0.5139 - val_loss: 0.3639 - val_recall: 0.4951
Epoch 821/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5082 - val_loss: 0.3613 - val_recall: 0.4902
Epoch 822/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5082 - val_loss: 0.3608 - val_recall: 0.5221
Epoch 823/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5336 - val_loss: 0.3616 - val_recall: 0.5098
Epoch 824/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5115 - val_loss: 0.3626 - val_recall: 0.5000
Epoch 825/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5033 - val_loss: 0.3587 - val_recall: 0.5074
Epoch 826/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.5196 - val_loss: 0.3626 - val_recall: 0.5172
Epoch 827/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3318 - recall: 0.5065 - val_loss: 0.3645 - val_recall: 0.5172
Epoch 828/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5213 - val_loss: 0.3598 - val_recall: 0.5049
Epoch 829/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5213 - val_loss: 0.3582 - val_recall: 0.5074
Epoch 830/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5172 - val_loss: 0.3642 - val_recall: 0.5147
Epoch 831/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5221 - val_loss: 0.3599 - val_recall: 0.5000
Epoch 832/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5172 - val_loss: 0.3621 - val_recall: 0.4902
Epoch 833/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5147 - val_loss: 0.3621 - val_recall: 0.4975
Epoch 834/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5115 - val_loss: 0.3603 - val_recall: 0.4926
Epoch 835/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5172 - val_loss: 0.3593 - val_recall: 0.5025
Epoch 836/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5106 - val_loss: 0.3661 - val_recall: 0.5196
Epoch 837/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5098 - val_loss: 0.3640 - val_recall: 0.5196
Epoch 838/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.5115 - val_loss: 0.3662 - val_recall: 0.5098
Epoch 839/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5466 - val_loss: 0.3647 - val_recall: 0.5123
Epoch 840/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5139 - val_loss: 0.3636 - val_recall: 0.5025
Epoch 841/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.5196 - val_loss: 0.3691 - val_recall: 0.4975
Epoch 842/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5205 - val_loss: 0.3648 - val_recall: 0.5049
Epoch 843/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5254 - val_loss: 0.3621 - val_recall: 0.5196
Epoch 844/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5311 - val_loss: 0.3681 - val_recall: 0.5123
Epoch 845/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.4967 - val_loss: 0.3678 - val_recall: 0.4877
Epoch 846/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3291 - recall: 0.5074 - val_loss: 0.3666 - val_recall: 0.5000
Epoch 847/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5090 - val_loss: 0.3642 - val_recall: 0.4853
Epoch 848/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3234 - recall: 0.5221 - val_loss: 0.3638 - val_recall: 0.4951
Epoch 849/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3298 - recall: 0.5278 - val_loss: 0.3667 - val_recall: 0.4853
Epoch 850/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5205 - val_loss: 0.3614 - val_recall: 0.4902
Epoch 851/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3264 - recall: 0.5131 - val_loss: 0.3659 - val_recall: 0.4975
Epoch 852/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5147 - val_loss: 0.3594 - val_recall: 0.5049
Epoch 853/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3307 - recall: 0.5180 - val_loss: 0.3606 - val_recall: 0.5123
Epoch 854/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3247 - recall: 0.5245 - val_loss: 0.3633 - val_recall: 0.5147
Epoch 855/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3232 - recall: 0.5254 - val_loss: 0.3671 - val_recall: 0.5319
Epoch 856/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3238 - recall: 0.5270 - val_loss: 0.3678 - val_recall: 0.5221
Epoch 857/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5082 - val_loss: 0.3627 - val_recall: 0.4853
Epoch 858/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5213 - val_loss: 0.3679 - val_recall: 0.5000
Epoch 859/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5311 - val_loss: 0.3668 - val_recall: 0.5074
Epoch 860/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.4869 - val_loss: 0.3662 - val_recall: 0.5049
Epoch 861/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5319 - val_loss: 0.3626 - val_recall: 0.4853
Epoch 862/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5090 - val_loss: 0.3704 - val_recall: 0.5147
Epoch 863/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5295 - val_loss: 0.3612 - val_recall: 0.4853
Epoch 864/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5245 - val_loss: 0.3620 - val_recall: 0.4804
Epoch 865/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5131 - val_loss: 0.3700 - val_recall: 0.5025
Epoch 866/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5016 - val_loss: 0.3628 - val_recall: 0.4779
Epoch 867/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.5139 - val_loss: 0.3593 - val_recall: 0.4853
Epoch 868/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5057 - val_loss: 0.3602 - val_recall: 0.5147
Epoch 869/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5082 - val_loss: 0.3620 - val_recall: 0.5172
Epoch 870/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5270 - val_loss: 0.3638 - val_recall: 0.4951
Epoch 871/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5139 - val_loss: 0.3668 - val_recall: 0.4926
Epoch 872/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5188 - val_loss: 0.3679 - val_recall: 0.5123
Epoch 873/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5417 - val_loss: 0.3638 - val_recall: 0.4975
Epoch 874/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5205 - val_loss: 0.3635 - val_recall: 0.5000
Epoch 875/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5090 - val_loss: 0.3654 - val_recall: 0.5098
Epoch 876/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5237 - val_loss: 0.3680 - val_recall: 0.5196
Epoch 877/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3265 - recall: 0.5262 - val_loss: 0.3638 - val_recall: 0.5000
Epoch 878/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5229 - val_loss: 0.3638 - val_recall: 0.4828
Epoch 879/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3238 - recall: 0.5139 - val_loss: 0.3645 - val_recall: 0.5000
Epoch 880/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5000 - val_loss: 0.3620 - val_recall: 0.4951
Epoch 881/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5221 - val_loss: 0.3620 - val_recall: 0.4975
Epoch 882/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5360 - val_loss: 0.3638 - val_recall: 0.5049
Epoch 883/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3279 - recall: 0.5172 - val_loss: 0.3688 - val_recall: 0.5172
Epoch 884/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5188 - val_loss: 0.3662 - val_recall: 0.5147
Epoch 885/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5172 - val_loss: 0.3614 - val_recall: 0.5098
Epoch 886/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5164 - val_loss: 0.3599 - val_recall: 0.4975
Epoch 887/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5155 - val_loss: 0.3641 - val_recall: 0.4975
Epoch 888/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5172 - val_loss: 0.3632 - val_recall: 0.4902
Epoch 889/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3231 - recall: 0.5164 - val_loss: 0.3635 - val_recall: 0.5074
Epoch 890/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5303 - val_loss: 0.3670 - val_recall: 0.5172
Epoch 891/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5270 - val_loss: 0.3634 - val_recall: 0.5123
Epoch 892/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5147 - val_loss: 0.3650 - val_recall: 0.5245
Epoch 893/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5188 - val_loss: 0.3662 - val_recall: 0.5147
Epoch 894/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3165 - recall: 0.5344 - val_loss: 0.3621 - val_recall: 0.5074
Epoch 895/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5229 - val_loss: 0.3656 - val_recall: 0.4877
Epoch 896/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3304 - recall: 0.5033 - val_loss: 0.3702 - val_recall: 0.4951
Epoch 897/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5368 - val_loss: 0.3665 - val_recall: 0.5074
Epoch 898/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5033 - val_loss: 0.3666 - val_recall: 0.5270
Epoch 899/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5327 - val_loss: 0.3585 - val_recall: 0.5221
Epoch 900/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5270 - val_loss: 0.3609 - val_recall: 0.5098
Epoch 901/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5172 - val_loss: 0.3586 - val_recall: 0.5049
Epoch 902/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3296 - recall: 0.5205 - val_loss: 0.3669 - val_recall: 0.5049
Epoch 903/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5115 - val_loss: 0.3636 - val_recall: 0.4853
Epoch 904/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.4951 - val_loss: 0.3640 - val_recall: 0.4926
Epoch 905/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5065 - val_loss: 0.3650 - val_recall: 0.4975
Epoch 906/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5172 - val_loss: 0.3634 - val_recall: 0.5123
Epoch 907/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5221 - val_loss: 0.3662 - val_recall: 0.5196
Epoch 908/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5164 - val_loss: 0.3617 - val_recall: 0.5049
Epoch 909/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5180 - val_loss: 0.3648 - val_recall: 0.5245
Epoch 910/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5213 - val_loss: 0.3647 - val_recall: 0.5221
Epoch 911/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3279 - recall: 0.5213 - val_loss: 0.3637 - val_recall: 0.5147
Epoch 912/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5180 - val_loss: 0.3647 - val_recall: 0.5245
Epoch 913/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5098 - val_loss: 0.3651 - val_recall: 0.5000
Epoch 914/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5188 - val_loss: 0.3653 - val_recall: 0.5098
Epoch 915/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5336 - val_loss: 0.3624 - val_recall: 0.5000
Epoch 916/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3304 - recall: 0.5131 - val_loss: 0.3653 - val_recall: 0.5123
Epoch 917/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5311 - val_loss: 0.3616 - val_recall: 0.5147
Epoch 918/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3193 - recall: 0.5311 - val_loss: 0.3630 - val_recall: 0.5172
Epoch 919/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5368 - val_loss: 0.3664 - val_recall: 0.5147
Epoch 920/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3259 - recall: 0.5164 - val_loss: 0.3675 - val_recall: 0.5074
Epoch 921/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5254 - val_loss: 0.3661 - val_recall: 0.5196
Epoch 922/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5262 - val_loss: 0.3636 - val_recall: 0.5123
Epoch 923/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5434 - val_loss: 0.3676 - val_recall: 0.5196
Epoch 924/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5352 - val_loss: 0.3660 - val_recall: 0.4975
Epoch 925/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5139 - val_loss: 0.3683 - val_recall: 0.5147
Epoch 926/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5147 - val_loss: 0.3659 - val_recall: 0.5049
Epoch 927/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3272 - recall: 0.5115 - val_loss: 0.3645 - val_recall: 0.5294
Epoch 928/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5262 - val_loss: 0.3601 - val_recall: 0.5025
Epoch 929/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5155 - val_loss: 0.3656 - val_recall: 0.4951
Epoch 930/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5336 - val_loss: 0.3660 - val_recall: 0.4926
Epoch 931/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5180 - val_loss: 0.3698 - val_recall: 0.5172
Epoch 932/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5336 - val_loss: 0.3659 - val_recall: 0.4951
Epoch 933/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5352 - val_loss: 0.3635 - val_recall: 0.4975
Epoch 934/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5106 - val_loss: 0.3652 - val_recall: 0.5049
Epoch 935/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5303 - val_loss: 0.3678 - val_recall: 0.5098
Epoch 936/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5065 - val_loss: 0.3656 - val_recall: 0.5221
Epoch 937/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5237 - val_loss: 0.3663 - val_recall: 0.5196
Epoch 938/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5229 - val_loss: 0.3610 - val_recall: 0.5025
Epoch 939/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5286 - val_loss: 0.3664 - val_recall: 0.5123
Epoch 940/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3170 - recall: 0.5319 - val_loss: 0.3588 - val_recall: 0.5025
Epoch 941/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.5278 - val_loss: 0.3648 - val_recall: 0.5123
Epoch 942/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3231 - recall: 0.5295 - val_loss: 0.3645 - val_recall: 0.5221
Epoch 943/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3230 - recall: 0.5188 - val_loss: 0.3585 - val_recall: 0.5074
Epoch 944/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3302 - recall: 0.5082 - val_loss: 0.3586 - val_recall: 0.5147
Epoch 945/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3242 - recall: 0.5336 - val_loss: 0.3610 - val_recall: 0.5074
Epoch 946/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3237 - recall: 0.5344 - val_loss: 0.3621 - val_recall: 0.5074
Epoch 947/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3242 - recall: 0.5115 - val_loss: 0.3669 - val_recall: 0.5049
Epoch 948/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3223 - recall: 0.5319 - val_loss: 0.3640 - val_recall: 0.5025
Epoch 949/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3261 - recall: 0.5139 - val_loss: 0.3638 - val_recall: 0.5270
Epoch 950/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5221 - val_loss: 0.3650 - val_recall: 0.5147
Epoch 951/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5155 - val_loss: 0.3649 - val_recall: 0.5000
Epoch 952/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5180 - val_loss: 0.3633 - val_recall: 0.5000
Epoch 953/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3226 - recall: 0.5311 - val_loss: 0.3600 - val_recall: 0.5025
Epoch 954/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5376 - val_loss: 0.3576 - val_recall: 0.5000
Epoch 955/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5180 - val_loss: 0.3664 - val_recall: 0.5270
Epoch 956/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5303 - val_loss: 0.3624 - val_recall: 0.5221
Epoch 957/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3242 - recall: 0.5245 - val_loss: 0.3632 - val_recall: 0.5074
Epoch 958/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5278 - val_loss: 0.3616 - val_recall: 0.5123
Epoch 959/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5303 - val_loss: 0.3657 - val_recall: 0.5000
Epoch 960/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5196 - val_loss: 0.3632 - val_recall: 0.5025
Epoch 961/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5155 - val_loss: 0.3636 - val_recall: 0.5049
Epoch 962/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5344 - val_loss: 0.3642 - val_recall: 0.4951
Epoch 963/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5147 - val_loss: 0.3672 - val_recall: 0.5172
Epoch 964/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5327 - val_loss: 0.3662 - val_recall: 0.5098
Epoch 965/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5286 - val_loss: 0.3652 - val_recall: 0.5098
Epoch 966/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3130 - recall: 0.5368 - val_loss: 0.3617 - val_recall: 0.5147
Epoch 967/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5270 - val_loss: 0.3669 - val_recall: 0.5294
Epoch 968/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5376 - val_loss: 0.3604 - val_recall: 0.4902
Epoch 969/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5131 - val_loss: 0.3660 - val_recall: 0.5049
Epoch 970/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5180 - val_loss: 0.3641 - val_recall: 0.4926
Epoch 971/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5196 - val_loss: 0.3610 - val_recall: 0.5000
Epoch 972/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.4992 - val_loss: 0.3645 - val_recall: 0.5049
Epoch 973/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5205 - val_loss: 0.3639 - val_recall: 0.5074
Epoch 974/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5131 - val_loss: 0.3607 - val_recall: 0.4804
Epoch 975/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5303 - val_loss: 0.3647 - val_recall: 0.5074
Epoch 976/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5082 - val_loss: 0.3694 - val_recall: 0.5319
Epoch 977/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5286 - val_loss: 0.3613 - val_recall: 0.5025
Epoch 978/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3258 - recall: 0.5065 - val_loss: 0.3618 - val_recall: 0.5025
Epoch 979/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5417 - val_loss: 0.3629 - val_recall: 0.5147
Epoch 980/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5254 - val_loss: 0.3636 - val_recall: 0.5000
Epoch 981/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.5082 - val_loss: 0.3615 - val_recall: 0.4975
Epoch 982/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5180 - val_loss: 0.3643 - val_recall: 0.4828
Epoch 983/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5213 - val_loss: 0.3629 - val_recall: 0.4975
Epoch 984/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5213 - val_loss: 0.3647 - val_recall: 0.5000
Epoch 985/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5205 - val_loss: 0.3660 - val_recall: 0.5074
Epoch 986/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5213 - val_loss: 0.3634 - val_recall: 0.5049
Epoch 987/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5205 - val_loss: 0.3696 - val_recall: 0.5147
Epoch 988/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5311 - val_loss: 0.3636 - val_recall: 0.5025
Epoch 989/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5303 - val_loss: 0.3652 - val_recall: 0.4975
Epoch 990/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3194 - recall: 0.5434 - val_loss: 0.3657 - val_recall: 0.5049
Epoch 991/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5286 - val_loss: 0.3634 - val_recall: 0.5221
Epoch 992/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5311 - val_loss: 0.3636 - val_recall: 0.5025
Epoch 993/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3238 - recall: 0.5295 - val_loss: 0.3680 - val_recall: 0.5049
Epoch 994/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5213 - val_loss: 0.3662 - val_recall: 0.5147
Epoch 995/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3193 - recall: 0.5270 - val_loss: 0.3678 - val_recall: 0.5196
Epoch 996/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5270 - val_loss: 0.3630 - val_recall: 0.5000
Epoch 997/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5115 - val_loss: 0.3625 - val_recall: 0.5098
Epoch 998/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3286 - recall: 0.5245 - val_loss: 0.3683 - val_recall: 0.5123
Epoch 999/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5164 - val_loss: 0.3634 - val_recall: 0.5294
Epoch 1000/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5286 - val_loss: 0.3622 - val_recall: 0.5270
Epoch 1001/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5385 - val_loss: 0.3625 - val_recall: 0.5368
Epoch 1002/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5237 - val_loss: 0.3670 - val_recall: 0.5123
Epoch 1003/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3226 - recall: 0.5213 - val_loss: 0.3624 - val_recall: 0.5123
Epoch 1004/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5205 - val_loss: 0.3679 - val_recall: 0.5221
Epoch 1005/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5254 - val_loss: 0.3640 - val_recall: 0.5245
Epoch 1006/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3260 - recall: 0.5155 - val_loss: 0.3668 - val_recall: 0.5123
Epoch 1007/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5221 - val_loss: 0.3644 - val_recall: 0.5049
Epoch 1008/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5311 - val_loss: 0.3638 - val_recall: 0.5098
Epoch 1009/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5319 - val_loss: 0.3660 - val_recall: 0.5172
Epoch 1010/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5221 - val_loss: 0.3648 - val_recall: 0.5000
Epoch 1011/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5336 - val_loss: 0.3659 - val_recall: 0.5074
Epoch 1012/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5278 - val_loss: 0.3653 - val_recall: 0.4902
Epoch 1013/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3235 - recall: 0.5221 - val_loss: 0.3663 - val_recall: 0.4902
Epoch 1014/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3230 - recall: 0.5311 - val_loss: 0.3654 - val_recall: 0.4975
Epoch 1015/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3275 - recall: 0.5303 - val_loss: 0.3679 - val_recall: 0.5098
Epoch 1016/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5082 - val_loss: 0.3704 - val_recall: 0.4926
Epoch 1017/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5123 - val_loss: 0.3655 - val_recall: 0.5221
Epoch 1018/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5311 - val_loss: 0.3695 - val_recall: 0.5123
Epoch 1019/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3303 - recall: 0.5025 - val_loss: 0.3658 - val_recall: 0.5172
Epoch 1020/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3288 - recall: 0.5180 - val_loss: 0.3664 - val_recall: 0.5196
Epoch 1021/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3301 - recall: 0.5106 - val_loss: 0.3645 - val_recall: 0.4926
Epoch 1022/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5278 - val_loss: 0.3666 - val_recall: 0.5123
Epoch 1023/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5245 - val_loss: 0.3674 - val_recall: 0.5025
Epoch 1024/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5180 - val_loss: 0.3659 - val_recall: 0.5074
Epoch 1025/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5221 - val_loss: 0.3683 - val_recall: 0.5074
Epoch 1026/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3287 - recall: 0.5213 - val_loss: 0.3667 - val_recall: 0.5025
Epoch 1027/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5221 - val_loss: 0.3686 - val_recall: 0.5098
Epoch 1028/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5074 - val_loss: 0.3696 - val_recall: 0.4975
Epoch 1029/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5131 - val_loss: 0.3688 - val_recall: 0.5172
Epoch 1030/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5295 - val_loss: 0.3591 - val_recall: 0.5098
Epoch 1031/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3233 - recall: 0.5311 - val_loss: 0.3624 - val_recall: 0.5049
Epoch 1032/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3263 - recall: 0.5180 - val_loss: 0.3623 - val_recall: 0.4926
Epoch 1033/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5229 - val_loss: 0.3566 - val_recall: 0.4951
Epoch 1034/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5213 - val_loss: 0.3670 - val_recall: 0.5098
Epoch 1035/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3249 - recall: 0.5123 - val_loss: 0.3615 - val_recall: 0.4926
Epoch 1036/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3246 - recall: 0.5180 - val_loss: 0.3663 - val_recall: 0.5245
Epoch 1037/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3258 - recall: 0.5090 - val_loss: 0.3633 - val_recall: 0.5049
Epoch 1038/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3271 - recall: 0.5262 - val_loss: 0.3675 - val_recall: 0.4975
Epoch 1039/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5344 - val_loss: 0.3635 - val_recall: 0.4926
Epoch 1040/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3283 - recall: 0.5074 - val_loss: 0.3668 - val_recall: 0.5025
Epoch 1041/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3315 - recall: 0.5057 - val_loss: 0.3631 - val_recall: 0.4926
Epoch 1042/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5106 - val_loss: 0.3696 - val_recall: 0.5098
Epoch 1043/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5368 - val_loss: 0.3676 - val_recall: 0.5025
Epoch 1044/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5245 - val_loss: 0.3648 - val_recall: 0.4853
Epoch 1045/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3290 - recall: 0.5106 - val_loss: 0.3622 - val_recall: 0.5025
Epoch 1046/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5041 - val_loss: 0.3678 - val_recall: 0.5098
Epoch 1047/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5172 - val_loss: 0.3689 - val_recall: 0.5074
Epoch 1048/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5221 - val_loss: 0.3668 - val_recall: 0.4877
Epoch 1049/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5065 - val_loss: 0.3676 - val_recall: 0.4877
Epoch 1050/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5139 - val_loss: 0.3629 - val_recall: 0.4926
Epoch 1051/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5131 - val_loss: 0.3668 - val_recall: 0.5098
Epoch 1052/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5172 - val_loss: 0.3698 - val_recall: 0.5000
Epoch 1053/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3242 - recall: 0.5090 - val_loss: 0.3716 - val_recall: 0.5098
Epoch 1054/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5368 - val_loss: 0.3648 - val_recall: 0.4926
Epoch 1055/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5057 - val_loss: 0.3742 - val_recall: 0.5098
Epoch 1056/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5139 - val_loss: 0.3668 - val_recall: 0.4853
Epoch 1057/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5025 - val_loss: 0.3653 - val_recall: 0.4951
Epoch 1058/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5123 - val_loss: 0.3635 - val_recall: 0.5000
Epoch 1059/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5057 - val_loss: 0.3709 - val_recall: 0.5343
Epoch 1060/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5270 - val_loss: 0.3667 - val_recall: 0.5098
Epoch 1061/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5049 - val_loss: 0.3676 - val_recall: 0.5098
Epoch 1062/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5098 - val_loss: 0.3705 - val_recall: 0.5098
Epoch 1063/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5368 - val_loss: 0.3666 - val_recall: 0.5074
Epoch 1064/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3212 - recall: 0.5213 - val_loss: 0.3708 - val_recall: 0.5270
Epoch 1065/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5221 - val_loss: 0.3660 - val_recall: 0.5123
Epoch 1066/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5180 - val_loss: 0.3676 - val_recall: 0.5025
Epoch 1067/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5270 - val_loss: 0.3690 - val_recall: 0.5319
Epoch 1068/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3284 - recall: 0.5090 - val_loss: 0.3662 - val_recall: 0.5319
Epoch 1069/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5155 - val_loss: 0.3650 - val_recall: 0.5196
Epoch 1070/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5041 - val_loss: 0.3668 - val_recall: 0.5196
Epoch 1071/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.4984 - val_loss: 0.3659 - val_recall: 0.5074
Epoch 1072/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5254 - val_loss: 0.3656 - val_recall: 0.5221
Epoch 1073/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5147 - val_loss: 0.3643 - val_recall: 0.5294
Epoch 1074/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5245 - val_loss: 0.3624 - val_recall: 0.5147
Epoch 1075/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5131 - val_loss: 0.3671 - val_recall: 0.5049
Epoch 1076/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.5106 - val_loss: 0.3607 - val_recall: 0.4926
Epoch 1077/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3231 - recall: 0.5196 - val_loss: 0.3644 - val_recall: 0.5098
Epoch 1078/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5221 - val_loss: 0.3658 - val_recall: 0.5049
Epoch 1079/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5147 - val_loss: 0.3630 - val_recall: 0.5049
Epoch 1080/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.5286 - val_loss: 0.3694 - val_recall: 0.5172
Epoch 1081/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5221 - val_loss: 0.3675 - val_recall: 0.5049
Epoch 1082/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5385 - val_loss: 0.3625 - val_recall: 0.4975
Epoch 1083/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5205 - val_loss: 0.3665 - val_recall: 0.5270
Epoch 1084/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3213 - recall: 0.5303 - val_loss: 0.3656 - val_recall: 0.5123
Epoch 1085/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5229 - val_loss: 0.3644 - val_recall: 0.5098
Epoch 1086/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5352 - val_loss: 0.3628 - val_recall: 0.5049
Epoch 1087/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5278 - val_loss: 0.3646 - val_recall: 0.5147
Epoch 1088/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5270 - val_loss: 0.3634 - val_recall: 0.5172
Epoch 1089/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.5221 - val_loss: 0.3655 - val_recall: 0.5123
Epoch 1090/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5311 - val_loss: 0.3637 - val_recall: 0.5147
Epoch 1091/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3226 - recall: 0.5155 - val_loss: 0.3636 - val_recall: 0.4951
Epoch 1092/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.5336 - val_loss: 0.3646 - val_recall: 0.5025
Epoch 1093/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3233 - recall: 0.5270 - val_loss: 0.3666 - val_recall: 0.5172
Epoch 1094/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5336 - val_loss: 0.3767 - val_recall: 0.5147
Epoch 1095/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3265 - recall: 0.5139 - val_loss: 0.3706 - val_recall: 0.5049
Epoch 1096/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3276 - recall: 0.5245 - val_loss: 0.3712 - val_recall: 0.5025
Epoch 1097/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5270 - val_loss: 0.3704 - val_recall: 0.5123
Epoch 1098/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5245 - val_loss: 0.3686 - val_recall: 0.5196
Epoch 1099/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3231 - recall: 0.5295 - val_loss: 0.3699 - val_recall: 0.5025
Epoch 1100/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5442 - val_loss: 0.3655 - val_recall: 0.4877
Epoch 1101/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5115 - val_loss: 0.3716 - val_recall: 0.4926
Epoch 1102/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3298 - recall: 0.5286 - val_loss: 0.3618 - val_recall: 0.5074
Epoch 1103/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5262 - val_loss: 0.3632 - val_recall: 0.5025
Epoch 1104/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5270 - val_loss: 0.3669 - val_recall: 0.5025
Epoch 1105/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3231 - recall: 0.5368 - val_loss: 0.3669 - val_recall: 0.5074
Epoch 1106/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3277 - recall: 0.5205 - val_loss: 0.3693 - val_recall: 0.4877
Epoch 1107/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5123 - val_loss: 0.3661 - val_recall: 0.4877
Epoch 1108/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5213 - val_loss: 0.3657 - val_recall: 0.5074
Epoch 1109/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5303 - val_loss: 0.3669 - val_recall: 0.5049
Epoch 1110/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5278 - val_loss: 0.3723 - val_recall: 0.5147
Epoch 1111/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5295 - val_loss: 0.3603 - val_recall: 0.5000
Epoch 1112/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5221 - val_loss: 0.3666 - val_recall: 0.5245
Epoch 1113/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5286 - val_loss: 0.3631 - val_recall: 0.5049
Epoch 1114/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5131 - val_loss: 0.3662 - val_recall: 0.5098
Epoch 1115/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5229 - val_loss: 0.3672 - val_recall: 0.5000
Epoch 1116/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3180 - recall: 0.5409 - val_loss: 0.3666 - val_recall: 0.5074
Epoch 1117/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3248 - recall: 0.5123 - val_loss: 0.3698 - val_recall: 0.5245
Epoch 1118/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3184 - recall: 0.5524 - val_loss: 0.3626 - val_recall: 0.5123
Epoch 1119/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3188 - recall: 0.5417 - val_loss: 0.3647 - val_recall: 0.5270
Epoch 1120/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5426 - val_loss: 0.3596 - val_recall: 0.5025
Epoch 1121/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5245 - val_loss: 0.3600 - val_recall: 0.5000
Epoch 1122/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5229 - val_loss: 0.3635 - val_recall: 0.5025
Epoch 1123/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5229 - val_loss: 0.3667 - val_recall: 0.4804
Epoch 1124/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5115 - val_loss: 0.3670 - val_recall: 0.4853
Epoch 1125/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3197 - recall: 0.5286 - val_loss: 0.3642 - val_recall: 0.5074
Epoch 1126/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3212 - recall: 0.5254 - val_loss: 0.3659 - val_recall: 0.5441
Epoch 1127/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5295 - val_loss: 0.3635 - val_recall: 0.5294
Epoch 1128/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3260 - recall: 0.5254 - val_loss: 0.3685 - val_recall: 0.5368
Epoch 1129/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3275 - recall: 0.5196 - val_loss: 0.3647 - val_recall: 0.5123
Epoch 1130/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5499 - val_loss: 0.3649 - val_recall: 0.5245
Epoch 1131/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5245 - val_loss: 0.3634 - val_recall: 0.5147
Epoch 1132/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5417 - val_loss: 0.3646 - val_recall: 0.5098
Epoch 1133/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5270 - val_loss: 0.3682 - val_recall: 0.5147
Epoch 1134/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5401 - val_loss: 0.3629 - val_recall: 0.5098
Epoch 1135/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5196 - val_loss: 0.3672 - val_recall: 0.5270
Epoch 1136/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5417 - val_loss: 0.3660 - val_recall: 0.5123
Epoch 1137/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5336 - val_loss: 0.3649 - val_recall: 0.5147
Epoch 1138/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5262 - val_loss: 0.3667 - val_recall: 0.5074
Epoch 1139/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5311 - val_loss: 0.3617 - val_recall: 0.5196
Epoch 1140/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5245 - val_loss: 0.3620 - val_recall: 0.5000
Epoch 1141/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5082 - val_loss: 0.3644 - val_recall: 0.4951
Epoch 1142/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5237 - val_loss: 0.3656 - val_recall: 0.5270
Epoch 1143/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5139 - val_loss: 0.3665 - val_recall: 0.5221
Epoch 1144/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3276 - recall: 0.5245 - val_loss: 0.3641 - val_recall: 0.5294
Epoch 1145/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5188 - val_loss: 0.3662 - val_recall: 0.5098
Epoch 1146/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5205 - val_loss: 0.3693 - val_recall: 0.5270
Epoch 1147/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5311 - val_loss: 0.3649 - val_recall: 0.5123
Epoch 1148/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5295 - val_loss: 0.3692 - val_recall: 0.5147
Epoch 1149/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5213 - val_loss: 0.3686 - val_recall: 0.5025
Epoch 1150/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5229 - val_loss: 0.3673 - val_recall: 0.5074
Epoch 1151/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5196 - val_loss: 0.3666 - val_recall: 0.4926
Epoch 1152/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5278 - val_loss: 0.3635 - val_recall: 0.4902
Epoch 1153/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5270 - val_loss: 0.3671 - val_recall: 0.5074
Epoch 1154/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5327 - val_loss: 0.3666 - val_recall: 0.5000
Epoch 1155/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5393 - val_loss: 0.3664 - val_recall: 0.5123
Epoch 1156/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3243 - recall: 0.5352 - val_loss: 0.3662 - val_recall: 0.5196
Epoch 1157/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5196 - val_loss: 0.3737 - val_recall: 0.5245
Epoch 1158/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3254 - recall: 0.5237 - val_loss: 0.3668 - val_recall: 0.5123
Epoch 1159/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3237 - recall: 0.5254 - val_loss: 0.3643 - val_recall: 0.5074
Epoch 1160/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5278 - val_loss: 0.3671 - val_recall: 0.5123
Epoch 1161/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5376 - val_loss: 0.3667 - val_recall: 0.5098
Epoch 1162/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5303 - val_loss: 0.3682 - val_recall: 0.5098
Epoch 1163/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5360 - val_loss: 0.3667 - val_recall: 0.4779
Epoch 1164/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5229 - val_loss: 0.3688 - val_recall: 0.5147
Epoch 1165/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3197 - recall: 0.5327 - val_loss: 0.3665 - val_recall: 0.5270
Epoch 1166/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5352 - val_loss: 0.3665 - val_recall: 0.5343
Epoch 1167/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3186 - recall: 0.5417 - val_loss: 0.3665 - val_recall: 0.5147
Epoch 1168/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5393 - val_loss: 0.3653 - val_recall: 0.5147
Epoch 1169/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3183 - recall: 0.5295 - val_loss: 0.3664 - val_recall: 0.5270
Epoch 1170/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.5172 - val_loss: 0.3680 - val_recall: 0.5343
Epoch 1171/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3212 - recall: 0.5360 - val_loss: 0.3651 - val_recall: 0.5123
Epoch 1172/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5303 - val_loss: 0.3665 - val_recall: 0.5270
Epoch 1173/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5205 - val_loss: 0.3653 - val_recall: 0.5319
Epoch 1174/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3274 - recall: 0.5254 - val_loss: 0.3628 - val_recall: 0.5123
Epoch 1175/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5188 - val_loss: 0.3627 - val_recall: 0.5000
Epoch 1176/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5360 - val_loss: 0.3632 - val_recall: 0.4828
Epoch 1177/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5131 - val_loss: 0.3733 - val_recall: 0.5196
Epoch 1178/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5278 - val_loss: 0.3701 - val_recall: 0.4926
Epoch 1179/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5213 - val_loss: 0.3696 - val_recall: 0.5074
Epoch 1180/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5450 - val_loss: 0.3571 - val_recall: 0.4853
Epoch 1181/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5180 - val_loss: 0.3601 - val_recall: 0.4975
Epoch 1182/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5139 - val_loss: 0.3637 - val_recall: 0.5074
Epoch 1183/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3273 - recall: 0.5295 - val_loss: 0.3651 - val_recall: 0.5270
Epoch 1184/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3249 - recall: 0.5147 - val_loss: 0.3586 - val_recall: 0.4951
Epoch 1185/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3232 - recall: 0.5229 - val_loss: 0.3660 - val_recall: 0.5441
Epoch 1186/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3219 - recall: 0.5507 - val_loss: 0.3615 - val_recall: 0.5270
Epoch 1187/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3264 - recall: 0.5188 - val_loss: 0.3672 - val_recall: 0.5343
Epoch 1188/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3246 - recall: 0.5278 - val_loss: 0.3615 - val_recall: 0.5123
Epoch 1189/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3182 - recall: 0.5409 - val_loss: 0.3637 - val_recall: 0.5172
Epoch 1190/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3257 - recall: 0.5245 - val_loss: 0.3628 - val_recall: 0.5074
Epoch 1191/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5098 - val_loss: 0.3656 - val_recall: 0.5270
Epoch 1192/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5286 - val_loss: 0.3644 - val_recall: 0.4951
Epoch 1193/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5245 - val_loss: 0.3645 - val_recall: 0.4902
Epoch 1194/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5082 - val_loss: 0.3663 - val_recall: 0.4877
Epoch 1195/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3291 - recall: 0.5155 - val_loss: 0.3692 - val_recall: 0.4853
Epoch 1196/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5082 - val_loss: 0.3683 - val_recall: 0.5074
Epoch 1197/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5049 - val_loss: 0.3638 - val_recall: 0.5123
Epoch 1198/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5426 - val_loss: 0.3631 - val_recall: 0.5196
Epoch 1199/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5458 - val_loss: 0.3657 - val_recall: 0.5074
Epoch 1200/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3225 - recall: 0.5205 - val_loss: 0.3686 - val_recall: 0.5098
Epoch 1201/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3254 - recall: 0.5336 - val_loss: 0.3667 - val_recall: 0.5049
Epoch 1202/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5385 - val_loss: 0.3690 - val_recall: 0.5172
Epoch 1203/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3174 - recall: 0.5245 - val_loss: 0.3637 - val_recall: 0.5172
Epoch 1204/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3238 - recall: 0.5295 - val_loss: 0.3702 - val_recall: 0.5319
Epoch 1205/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3193 - recall: 0.5499 - val_loss: 0.3643 - val_recall: 0.5294
Epoch 1206/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3254 - recall: 0.5213 - val_loss: 0.3710 - val_recall: 0.5270
Epoch 1207/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3235 - recall: 0.5491 - val_loss: 0.3630 - val_recall: 0.5196
Epoch 1208/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3210 - recall: 0.5368 - val_loss: 0.3589 - val_recall: 0.5025
Epoch 1209/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3251 - recall: 0.5147 - val_loss: 0.3614 - val_recall: 0.5025
Epoch 1210/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3245 - recall: 0.5213 - val_loss: 0.3592 - val_recall: 0.5098
Epoch 1211/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5262 - val_loss: 0.3606 - val_recall: 0.5049
Epoch 1212/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3229 - recall: 0.5311 - val_loss: 0.3683 - val_recall: 0.5123
Epoch 1213/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5401 - val_loss: 0.3647 - val_recall: 0.4975
Epoch 1214/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3208 - recall: 0.5319 - val_loss: 0.3662 - val_recall: 0.5270
Epoch 1215/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3245 - recall: 0.5360 - val_loss: 0.3634 - val_recall: 0.5172
Epoch 1216/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5196 - val_loss: 0.3716 - val_recall: 0.5417
Epoch 1217/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3266 - recall: 0.5188 - val_loss: 0.3692 - val_recall: 0.5245
Epoch 1218/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5303 - val_loss: 0.3622 - val_recall: 0.5245
Epoch 1219/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5286 - val_loss: 0.3601 - val_recall: 0.5123
Epoch 1220/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5393 - val_loss: 0.3605 - val_recall: 0.5074
Epoch 1221/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3242 - recall: 0.5336 - val_loss: 0.3655 - val_recall: 0.5025
Epoch 1222/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5254 - val_loss: 0.3607 - val_recall: 0.5000
Epoch 1223/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3180 - recall: 0.5245 - val_loss: 0.3650 - val_recall: 0.5025
Epoch 1224/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3255 - recall: 0.5229 - val_loss: 0.3682 - val_recall: 0.5025
Epoch 1225/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5180 - val_loss: 0.3663 - val_recall: 0.5049
Epoch 1226/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5221 - val_loss: 0.3638 - val_recall: 0.5049
Epoch 1227/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3193 - recall: 0.5229 - val_loss: 0.3638 - val_recall: 0.5123
Epoch 1228/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5352 - val_loss: 0.3649 - val_recall: 0.5000
Epoch 1229/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5180 - val_loss: 0.3698 - val_recall: 0.5343
Epoch 1230/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3185 - recall: 0.5229 - val_loss: 0.3683 - val_recall: 0.5172
Epoch 1231/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5245 - val_loss: 0.3695 - val_recall: 0.5319
Epoch 1232/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5336 - val_loss: 0.3666 - val_recall: 0.5196
Epoch 1233/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5196 - val_loss: 0.3626 - val_recall: 0.5221
Epoch 1234/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5213 - val_loss: 0.3705 - val_recall: 0.5196
Epoch 1235/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5311 - val_loss: 0.3604 - val_recall: 0.5098
Epoch 1236/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3178 - recall: 0.5434 - val_loss: 0.3654 - val_recall: 0.5294
Epoch 1237/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5229 - val_loss: 0.3643 - val_recall: 0.5172
Epoch 1238/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5245 - val_loss: 0.3615 - val_recall: 0.5319
Epoch 1239/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5393 - val_loss: 0.3602 - val_recall: 0.5319
Epoch 1240/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3218 - recall: 0.5344 - val_loss: 0.3576 - val_recall: 0.5147
Epoch 1241/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5090 - val_loss: 0.3605 - val_recall: 0.5221
Epoch 1242/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5360 - val_loss: 0.3606 - val_recall: 0.5074
Epoch 1243/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5205 - val_loss: 0.3646 - val_recall: 0.5294
Epoch 1244/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5155 - val_loss: 0.3609 - val_recall: 0.5196
Epoch 1245/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5278 - val_loss: 0.3589 - val_recall: 0.5294
Epoch 1246/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5270 - val_loss: 0.3609 - val_recall: 0.5270
Epoch 1247/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3177 - recall: 0.5434 - val_loss: 0.3645 - val_recall: 0.5147
Epoch 1248/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5164 - val_loss: 0.3612 - val_recall: 0.5172
Epoch 1249/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5237 - val_loss: 0.3624 - val_recall: 0.5147
Epoch 1250/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5311 - val_loss: 0.3598 - val_recall: 0.5172
Epoch 1251/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5164 - val_loss: 0.3642 - val_recall: 0.5123
Epoch 1252/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5393 - val_loss: 0.3654 - val_recall: 0.5172
Epoch 1253/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5205 - val_loss: 0.3648 - val_recall: 0.5245
Epoch 1254/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5188 - val_loss: 0.3620 - val_recall: 0.5196
Epoch 1255/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5221 - val_loss: 0.3637 - val_recall: 0.5221
Epoch 1256/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5303 - val_loss: 0.3590 - val_recall: 0.5147
Epoch 1257/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5172 - val_loss: 0.3635 - val_recall: 0.5025
Epoch 1258/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3186 - recall: 0.5221 - val_loss: 0.3556 - val_recall: 0.4951
Epoch 1259/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5229 - val_loss: 0.3597 - val_recall: 0.5098
Epoch 1260/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5327 - val_loss: 0.3632 - val_recall: 0.5098
Epoch 1261/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3273 - recall: 0.5213 - val_loss: 0.3632 - val_recall: 0.4877
Epoch 1262/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5270 - val_loss: 0.3649 - val_recall: 0.4951
Epoch 1263/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5213 - val_loss: 0.3669 - val_recall: 0.4951
Epoch 1264/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5098 - val_loss: 0.3665 - val_recall: 0.5000
Epoch 1265/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3159 - recall: 0.5286 - val_loss: 0.3630 - val_recall: 0.4975
Epoch 1266/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.4975 - val_loss: 0.3645 - val_recall: 0.5147
Epoch 1267/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5205 - val_loss: 0.3608 - val_recall: 0.5000
Epoch 1268/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3244 - recall: 0.5057 - val_loss: 0.3628 - val_recall: 0.5147
Epoch 1269/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3215 - recall: 0.5352 - val_loss: 0.3695 - val_recall: 0.5294
Epoch 1270/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3214 - recall: 0.5311 - val_loss: 0.3623 - val_recall: 0.5074
Epoch 1271/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3228 - recall: 0.5229 - val_loss: 0.3638 - val_recall: 0.5025
Epoch 1272/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3215 - recall: 0.5131 - val_loss: 0.3641 - val_recall: 0.5098
Epoch 1273/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5229 - val_loss: 0.3665 - val_recall: 0.5098
Epoch 1274/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5368 - val_loss: 0.3645 - val_recall: 0.5147
Epoch 1275/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5270 - val_loss: 0.3672 - val_recall: 0.5196
Epoch 1276/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5147 - val_loss: 0.3684 - val_recall: 0.5392
Epoch 1277/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5393 - val_loss: 0.3685 - val_recall: 0.5172
Epoch 1278/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5123 - val_loss: 0.3739 - val_recall: 0.5221
Epoch 1279/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3272 - recall: 0.5057 - val_loss: 0.3688 - val_recall: 0.5000
Epoch 1280/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5262 - val_loss: 0.3655 - val_recall: 0.5049
Epoch 1281/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5286 - val_loss: 0.3633 - val_recall: 0.5147
Epoch 1282/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5221 - val_loss: 0.3669 - val_recall: 0.5098
Epoch 1283/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5106 - val_loss: 0.3643 - val_recall: 0.5392
Epoch 1284/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5368 - val_loss: 0.3605 - val_recall: 0.5294
Epoch 1285/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5139 - val_loss: 0.3623 - val_recall: 0.5245
Epoch 1286/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5188 - val_loss: 0.3621 - val_recall: 0.5074
Epoch 1287/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3278 - recall: 0.5311 - val_loss: 0.3627 - val_recall: 0.5147
Epoch 1288/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5278 - val_loss: 0.3668 - val_recall: 0.5221
Epoch 1289/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5123 - val_loss: 0.3680 - val_recall: 0.5147
Epoch 1290/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5237 - val_loss: 0.3638 - val_recall: 0.5123
Epoch 1291/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5278 - val_loss: 0.3615 - val_recall: 0.5196
Epoch 1292/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5229 - val_loss: 0.3644 - val_recall: 0.5000
Epoch 1293/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5213 - val_loss: 0.3641 - val_recall: 0.5147
Epoch 1294/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3208 - recall: 0.5245 - val_loss: 0.3663 - val_recall: 0.5147
Epoch 1295/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5270 - val_loss: 0.3631 - val_recall: 0.5000
Epoch 1296/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5245 - val_loss: 0.3663 - val_recall: 0.5123
Epoch 1297/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5196 - val_loss: 0.3671 - val_recall: 0.5123
Epoch 1298/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3246 - recall: 0.5196 - val_loss: 0.3620 - val_recall: 0.5319
Epoch 1299/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3246 - recall: 0.5327 - val_loss: 0.3601 - val_recall: 0.5245
Epoch 1300/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5155 - val_loss: 0.3597 - val_recall: 0.5074
Epoch 1301/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3171 - recall: 0.5319 - val_loss: 0.3638 - val_recall: 0.5270
Epoch 1302/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5115 - val_loss: 0.3625 - val_recall: 0.5172
Epoch 1303/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3194 - recall: 0.5286 - val_loss: 0.3655 - val_recall: 0.5270
Epoch 1304/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3172 - recall: 0.5360 - val_loss: 0.3616 - val_recall: 0.5417
Epoch 1305/2000
30/30 [==============================] - 0s 7ms/step - loss: 0.3181 - recall: 0.5475 - val_loss: 0.3603 - val_recall: 0.5270
Epoch 1306/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5368 - val_loss: 0.3636 - val_recall: 0.5319
Epoch 1307/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5344 - val_loss: 0.3619 - val_recall: 0.5196
Epoch 1308/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5213 - val_loss: 0.3595 - val_recall: 0.5172
Epoch 1309/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5180 - val_loss: 0.3640 - val_recall: 0.5294
Epoch 1310/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5213 - val_loss: 0.3649 - val_recall: 0.5049
Epoch 1311/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5319 - val_loss: 0.3627 - val_recall: 0.5294
Epoch 1312/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3228 - recall: 0.5303 - val_loss: 0.3592 - val_recall: 0.5245
Epoch 1313/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3249 - recall: 0.5147 - val_loss: 0.3621 - val_recall: 0.5343
Epoch 1314/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3185 - recall: 0.5385 - val_loss: 0.3613 - val_recall: 0.5392
Epoch 1315/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3164 - recall: 0.5360 - val_loss: 0.3626 - val_recall: 0.5564
Epoch 1316/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3238 - recall: 0.5303 - val_loss: 0.3646 - val_recall: 0.5490
Epoch 1317/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5295 - val_loss: 0.3646 - val_recall: 0.5368
Epoch 1318/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5254 - val_loss: 0.3669 - val_recall: 0.5319
Epoch 1319/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3237 - recall: 0.5311 - val_loss: 0.3613 - val_recall: 0.5270
Epoch 1320/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5286 - val_loss: 0.3637 - val_recall: 0.5343
Epoch 1321/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5155 - val_loss: 0.3656 - val_recall: 0.5147
Epoch 1322/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5213 - val_loss: 0.3715 - val_recall: 0.5466
Epoch 1323/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5352 - val_loss: 0.3653 - val_recall: 0.5368
Epoch 1324/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5368 - val_loss: 0.3675 - val_recall: 0.5466
Epoch 1325/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5344 - val_loss: 0.3654 - val_recall: 0.5319
Epoch 1326/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5229 - val_loss: 0.3680 - val_recall: 0.5294
Epoch 1327/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5426 - val_loss: 0.3712 - val_recall: 0.5221
Epoch 1328/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5155 - val_loss: 0.3611 - val_recall: 0.5294
Epoch 1329/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5303 - val_loss: 0.3631 - val_recall: 0.5294
Epoch 1330/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5229 - val_loss: 0.3635 - val_recall: 0.5270
Epoch 1331/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5295 - val_loss: 0.3619 - val_recall: 0.5221
Epoch 1332/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3188 - recall: 0.5319 - val_loss: 0.3708 - val_recall: 0.5417
Epoch 1333/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5409 - val_loss: 0.3675 - val_recall: 0.5294
Epoch 1334/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3216 - recall: 0.5303 - val_loss: 0.3635 - val_recall: 0.5294
Epoch 1335/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3249 - recall: 0.5311 - val_loss: 0.3639 - val_recall: 0.5270
Epoch 1336/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5360 - val_loss: 0.3678 - val_recall: 0.5417
Epoch 1337/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5401 - val_loss: 0.3650 - val_recall: 0.5245
Epoch 1338/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5205 - val_loss: 0.3689 - val_recall: 0.5172
Epoch 1339/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5213 - val_loss: 0.3660 - val_recall: 0.5343
Epoch 1340/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5303 - val_loss: 0.3634 - val_recall: 0.5392
Epoch 1341/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3282 - recall: 0.5295 - val_loss: 0.3628 - val_recall: 0.5245
Epoch 1342/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3217 - recall: 0.5270 - val_loss: 0.3668 - val_recall: 0.5343
Epoch 1343/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5360 - val_loss: 0.3671 - val_recall: 0.5074
Epoch 1344/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5245 - val_loss: 0.3701 - val_recall: 0.5270
Epoch 1345/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5303 - val_loss: 0.3692 - val_recall: 0.5098
Epoch 1346/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5303 - val_loss: 0.3657 - val_recall: 0.5196
Epoch 1347/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5475 - val_loss: 0.3680 - val_recall: 0.5294
Epoch 1348/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5270 - val_loss: 0.3706 - val_recall: 0.5319
Epoch 1349/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5295 - val_loss: 0.3679 - val_recall: 0.5172
Epoch 1350/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5434 - val_loss: 0.3634 - val_recall: 0.5221
Epoch 1351/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5205 - val_loss: 0.3659 - val_recall: 0.5123
Epoch 1352/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5327 - val_loss: 0.3654 - val_recall: 0.5343
Epoch 1353/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3292 - recall: 0.5295 - val_loss: 0.3667 - val_recall: 0.5294
Epoch 1354/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5237 - val_loss: 0.3650 - val_recall: 0.5368
Epoch 1355/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5327 - val_loss: 0.3687 - val_recall: 0.5294
Epoch 1356/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5295 - val_loss: 0.3677 - val_recall: 0.5245
Epoch 1357/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5336 - val_loss: 0.3643 - val_recall: 0.5196
Epoch 1358/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5164 - val_loss: 0.3656 - val_recall: 0.5294
Epoch 1359/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5254 - val_loss: 0.3648 - val_recall: 0.5392
Epoch 1360/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5286 - val_loss: 0.3666 - val_recall: 0.5662
Epoch 1361/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5417 - val_loss: 0.3676 - val_recall: 0.5441
Epoch 1362/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3280 - recall: 0.5180 - val_loss: 0.3682 - val_recall: 0.5343
Epoch 1363/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5311 - val_loss: 0.3687 - val_recall: 0.5490
Epoch 1364/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5401 - val_loss: 0.3654 - val_recall: 0.5490
Epoch 1365/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5237 - val_loss: 0.3656 - val_recall: 0.5392
Epoch 1366/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3240 - recall: 0.5254 - val_loss: 0.3666 - val_recall: 0.5245
Epoch 1367/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5401 - val_loss: 0.3680 - val_recall: 0.5466
Epoch 1368/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3252 - recall: 0.5254 - val_loss: 0.3661 - val_recall: 0.5221
Epoch 1369/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5385 - val_loss: 0.3683 - val_recall: 0.5319
Epoch 1370/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3202 - recall: 0.5311 - val_loss: 0.3614 - val_recall: 0.5294
Epoch 1371/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5336 - val_loss: 0.3639 - val_recall: 0.5466
Epoch 1372/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3205 - recall: 0.5417 - val_loss: 0.3684 - val_recall: 0.5490
Epoch 1373/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5213 - val_loss: 0.3665 - val_recall: 0.5441
Epoch 1374/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3152 - recall: 0.5475 - val_loss: 0.3687 - val_recall: 0.5539
Epoch 1375/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3197 - recall: 0.5458 - val_loss: 0.3704 - val_recall: 0.5392
Epoch 1376/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3287 - recall: 0.5262 - val_loss: 0.3654 - val_recall: 0.5392
Epoch 1377/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5254 - val_loss: 0.3649 - val_recall: 0.5539
Epoch 1378/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5262 - val_loss: 0.3637 - val_recall: 0.5368
Epoch 1379/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5172 - val_loss: 0.3688 - val_recall: 0.5294
Epoch 1380/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3243 - recall: 0.5205 - val_loss: 0.3670 - val_recall: 0.5172
Epoch 1381/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3180 - recall: 0.5286 - val_loss: 0.3675 - val_recall: 0.5147
Epoch 1382/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3199 - recall: 0.5401 - val_loss: 0.3667 - val_recall: 0.5147
Epoch 1383/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3171 - recall: 0.5106 - val_loss: 0.3682 - val_recall: 0.5245
Epoch 1384/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3160 - recall: 0.5491 - val_loss: 0.3642 - val_recall: 0.5172
Epoch 1385/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5229 - val_loss: 0.3659 - val_recall: 0.5441
Epoch 1386/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3191 - recall: 0.5409 - val_loss: 0.3631 - val_recall: 0.5319
Epoch 1387/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3187 - recall: 0.5229 - val_loss: 0.3662 - val_recall: 0.5368
Epoch 1388/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3155 - recall: 0.5507 - val_loss: 0.3639 - val_recall: 0.5417
Epoch 1389/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3244 - recall: 0.5434 - val_loss: 0.3638 - val_recall: 0.5466
Epoch 1390/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3262 - recall: 0.5286 - val_loss: 0.3652 - val_recall: 0.5441
Epoch 1391/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3290 - recall: 0.5229 - val_loss: 0.3647 - val_recall: 0.5319
Epoch 1392/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3242 - recall: 0.5221 - val_loss: 0.3611 - val_recall: 0.5221
Epoch 1393/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3215 - recall: 0.5155 - val_loss: 0.3627 - val_recall: 0.5319
Epoch 1394/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3243 - recall: 0.5237 - val_loss: 0.3622 - val_recall: 0.5294
Epoch 1395/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5270 - val_loss: 0.3608 - val_recall: 0.5441
Epoch 1396/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3175 - recall: 0.5311 - val_loss: 0.3606 - val_recall: 0.5343
Epoch 1397/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5450 - val_loss: 0.3639 - val_recall: 0.5270
Epoch 1398/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5417 - val_loss: 0.3680 - val_recall: 0.5319
Epoch 1399/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5303 - val_loss: 0.3661 - val_recall: 0.5392
Epoch 1400/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5466 - val_loss: 0.3672 - val_recall: 0.5392
Epoch 1401/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5344 - val_loss: 0.3673 - val_recall: 0.5417
Epoch 1402/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.5327 - val_loss: 0.3693 - val_recall: 0.5270
Epoch 1403/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3252 - recall: 0.5131 - val_loss: 0.3652 - val_recall: 0.5172
Epoch 1404/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5229 - val_loss: 0.3623 - val_recall: 0.5270
Epoch 1405/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5360 - val_loss: 0.3655 - val_recall: 0.5245
Epoch 1406/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5221 - val_loss: 0.3622 - val_recall: 0.5245
Epoch 1407/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5237 - val_loss: 0.3613 - val_recall: 0.5392
Epoch 1408/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3243 - recall: 0.5327 - val_loss: 0.3631 - val_recall: 0.5392
Epoch 1409/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3192 - recall: 0.5311 - val_loss: 0.3633 - val_recall: 0.5368
Epoch 1410/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3207 - recall: 0.5434 - val_loss: 0.3616 - val_recall: 0.5294
Epoch 1411/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3277 - recall: 0.5229 - val_loss: 0.3645 - val_recall: 0.5245
Epoch 1412/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3211 - recall: 0.5155 - val_loss: 0.3655 - val_recall: 0.5368
Epoch 1413/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3183 - recall: 0.5516 - val_loss: 0.3621 - val_recall: 0.5343
Epoch 1414/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3179 - recall: 0.5409 - val_loss: 0.3661 - val_recall: 0.5368
Epoch 1415/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3202 - recall: 0.5303 - val_loss: 0.3648 - val_recall: 0.5319
Epoch 1416/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3211 - recall: 0.5213 - val_loss: 0.3700 - val_recall: 0.5368
Epoch 1417/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5450 - val_loss: 0.3624 - val_recall: 0.5466
Epoch 1418/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3188 - recall: 0.5221 - val_loss: 0.3681 - val_recall: 0.5466
Epoch 1419/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3252 - recall: 0.5270 - val_loss: 0.3649 - val_recall: 0.5368
Epoch 1420/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5229 - val_loss: 0.3672 - val_recall: 0.5417
Epoch 1421/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5458 - val_loss: 0.3662 - val_recall: 0.5417
Epoch 1422/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5254 - val_loss: 0.3658 - val_recall: 0.5270
Epoch 1423/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3248 - recall: 0.5115 - val_loss: 0.3662 - val_recall: 0.5147
Epoch 1424/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5180 - val_loss: 0.3672 - val_recall: 0.5343
Epoch 1425/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5319 - val_loss: 0.3601 - val_recall: 0.5098
Epoch 1426/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3201 - recall: 0.5237 - val_loss: 0.3707 - val_recall: 0.5417
Epoch 1427/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5352 - val_loss: 0.3676 - val_recall: 0.5319
Epoch 1428/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3268 - recall: 0.5155 - val_loss: 0.3696 - val_recall: 0.5196
Epoch 1429/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5180 - val_loss: 0.3613 - val_recall: 0.5172
Epoch 1430/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3252 - recall: 0.5221 - val_loss: 0.3664 - val_recall: 0.5245
Epoch 1431/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3241 - recall: 0.5286 - val_loss: 0.3667 - val_recall: 0.5025
Epoch 1432/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5155 - val_loss: 0.3664 - val_recall: 0.5074
Epoch 1433/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5090 - val_loss: 0.3667 - val_recall: 0.5147
Epoch 1434/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5360 - val_loss: 0.3649 - val_recall: 0.5368
Epoch 1435/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5155 - val_loss: 0.3672 - val_recall: 0.5123
Epoch 1436/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3231 - recall: 0.5074 - val_loss: 0.3662 - val_recall: 0.5196
Epoch 1437/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5336 - val_loss: 0.3634 - val_recall: 0.5221
Epoch 1438/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5245 - val_loss: 0.3639 - val_recall: 0.5343
Epoch 1439/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5385 - val_loss: 0.3650 - val_recall: 0.5245
Epoch 1440/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5270 - val_loss: 0.3652 - val_recall: 0.5392
Epoch 1441/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5213 - val_loss: 0.3672 - val_recall: 0.5343
Epoch 1442/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5270 - val_loss: 0.3671 - val_recall: 0.5539
Epoch 1443/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3245 - recall: 0.5336 - val_loss: 0.3631 - val_recall: 0.5490
Epoch 1444/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3230 - recall: 0.5311 - val_loss: 0.3671 - val_recall: 0.5564
Epoch 1445/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5286 - val_loss: 0.3686 - val_recall: 0.5515
Epoch 1446/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3306 - recall: 0.5188 - val_loss: 0.3652 - val_recall: 0.5343
Epoch 1447/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5385 - val_loss: 0.3584 - val_recall: 0.5270
Epoch 1448/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5262 - val_loss: 0.3580 - val_recall: 0.5368
Epoch 1449/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5229 - val_loss: 0.3625 - val_recall: 0.5515
Epoch 1450/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3220 - recall: 0.5336 - val_loss: 0.3613 - val_recall: 0.5343
Epoch 1451/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3224 - recall: 0.5213 - val_loss: 0.3636 - val_recall: 0.5294
Epoch 1452/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3242 - recall: 0.5131 - val_loss: 0.3719 - val_recall: 0.5392
Epoch 1453/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3258 - recall: 0.5180 - val_loss: 0.3677 - val_recall: 0.5319
Epoch 1454/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3251 - recall: 0.5123 - val_loss: 0.3652 - val_recall: 0.5319
Epoch 1455/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3190 - recall: 0.5270 - val_loss: 0.3660 - val_recall: 0.5319
Epoch 1456/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3177 - recall: 0.5172 - val_loss: 0.3649 - val_recall: 0.5490
Epoch 1457/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3250 - recall: 0.5245 - val_loss: 0.3623 - val_recall: 0.5270
Epoch 1458/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3226 - recall: 0.5295 - val_loss: 0.3636 - val_recall: 0.5417
Epoch 1459/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3222 - recall: 0.5368 - val_loss: 0.3672 - val_recall: 0.5392
Epoch 1460/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3207 - recall: 0.5327 - val_loss: 0.3616 - val_recall: 0.5392
Epoch 1461/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3201 - recall: 0.5311 - val_loss: 0.3640 - val_recall: 0.5319
Epoch 1462/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5262 - val_loss: 0.3633 - val_recall: 0.5319
Epoch 1463/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5237 - val_loss: 0.3676 - val_recall: 0.5564
Epoch 1464/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5295 - val_loss: 0.3676 - val_recall: 0.5343
Epoch 1465/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3287 - recall: 0.5188 - val_loss: 0.3649 - val_recall: 0.5368
Epoch 1466/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3234 - recall: 0.5336 - val_loss: 0.3674 - val_recall: 0.5490
Epoch 1467/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5368 - val_loss: 0.3681 - val_recall: 0.5294
Epoch 1468/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3270 - recall: 0.5221 - val_loss: 0.3678 - val_recall: 0.5319
Epoch 1469/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3221 - recall: 0.5237 - val_loss: 0.3664 - val_recall: 0.5294
Epoch 1470/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3154 - recall: 0.5229 - val_loss: 0.3696 - val_recall: 0.5466
Epoch 1471/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3253 - recall: 0.5270 - val_loss: 0.3665 - val_recall: 0.5392
Epoch 1472/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3200 - recall: 0.5360 - val_loss: 0.3700 - val_recall: 0.5441
Epoch 1473/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3229 - recall: 0.5237 - val_loss: 0.3691 - val_recall: 0.5417
Epoch 1474/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3237 - recall: 0.5213 - val_loss: 0.3661 - val_recall: 0.5368
Epoch 1475/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3239 - recall: 0.5115 - val_loss: 0.3640 - val_recall: 0.5319
Epoch 1476/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3219 - recall: 0.5262 - val_loss: 0.3669 - val_recall: 0.5343
Epoch 1477/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3195 - recall: 0.5205 - val_loss: 0.3664 - val_recall: 0.5417
Epoch 1478/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5237 - val_loss: 0.3662 - val_recall: 0.5294
Epoch 1479/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3249 - recall: 0.5205 - val_loss: 0.3673 - val_recall: 0.5490
Epoch 1480/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3232 - recall: 0.5368 - val_loss: 0.3616 - val_recall: 0.5270
Epoch 1481/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5164 - val_loss: 0.3660 - val_recall: 0.5245
Epoch 1482/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3240 - recall: 0.5401 - val_loss: 0.3626 - val_recall: 0.5245
Epoch 1483/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3229 - recall: 0.5352 - val_loss: 0.3657 - val_recall: 0.5319
Epoch 1484/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3229 - recall: 0.5368 - val_loss: 0.3606 - val_recall: 0.5221
Epoch 1485/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3183 - recall: 0.5254 - val_loss: 0.3683 - val_recall: 0.5270
Epoch 1486/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3286 - recall: 0.5106 - val_loss: 0.3675 - val_recall: 0.5245
Epoch 1487/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5245 - val_loss: 0.3658 - val_recall: 0.5294
Epoch 1488/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5286 - val_loss: 0.3664 - val_recall: 0.5172
Epoch 1489/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5303 - val_loss: 0.3738 - val_recall: 0.5294
Epoch 1490/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5229 - val_loss: 0.3720 - val_recall: 0.5294
Epoch 1491/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5057 - val_loss: 0.3680 - val_recall: 0.5245
Epoch 1492/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5254 - val_loss: 0.3648 - val_recall: 0.5319
Epoch 1493/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3217 - recall: 0.5319 - val_loss: 0.3659 - val_recall: 0.5343
Epoch 1494/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5221 - val_loss: 0.3609 - val_recall: 0.5221
Epoch 1495/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3225 - recall: 0.5237 - val_loss: 0.3634 - val_recall: 0.5270
Epoch 1496/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5196 - val_loss: 0.3657 - val_recall: 0.5196
Epoch 1497/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3244 - recall: 0.5172 - val_loss: 0.3644 - val_recall: 0.5123
Epoch 1498/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5106 - val_loss: 0.3657 - val_recall: 0.5147
Epoch 1499/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5196 - val_loss: 0.3719 - val_recall: 0.5368
Epoch 1500/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3190 - recall: 0.5336 - val_loss: 0.3659 - val_recall: 0.5368
Epoch 1501/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3265 - recall: 0.5188 - val_loss: 0.3597 - val_recall: 0.5270
Epoch 1502/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5327 - val_loss: 0.3676 - val_recall: 0.5539
Epoch 1503/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3146 - recall: 0.5507 - val_loss: 0.3644 - val_recall: 0.5392
Epoch 1504/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3170 - recall: 0.5499 - val_loss: 0.3704 - val_recall: 0.5466
Epoch 1505/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3223 - recall: 0.5360 - val_loss: 0.3669 - val_recall: 0.5245
Epoch 1506/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3252 - recall: 0.5303 - val_loss: 0.3663 - val_recall: 0.5196
Epoch 1507/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3270 - recall: 0.5090 - val_loss: 0.3670 - val_recall: 0.5221
Epoch 1508/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5286 - val_loss: 0.3673 - val_recall: 0.5147
Epoch 1509/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5450 - val_loss: 0.3663 - val_recall: 0.5319
Epoch 1510/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3184 - recall: 0.5311 - val_loss: 0.3674 - val_recall: 0.5270
Epoch 1511/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3174 - recall: 0.5352 - val_loss: 0.3641 - val_recall: 0.5270
Epoch 1512/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3205 - recall: 0.5336 - val_loss: 0.3711 - val_recall: 0.5319
Epoch 1513/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3164 - recall: 0.5319 - val_loss: 0.3687 - val_recall: 0.5196
Epoch 1514/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3244 - recall: 0.5311 - val_loss: 0.3689 - val_recall: 0.5270
Epoch 1515/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5131 - val_loss: 0.3675 - val_recall: 0.5270
Epoch 1516/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3190 - recall: 0.5344 - val_loss: 0.3684 - val_recall: 0.5368
Epoch 1517/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5311 - val_loss: 0.3701 - val_recall: 0.5172
Epoch 1518/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5426 - val_loss: 0.3702 - val_recall: 0.5123
Epoch 1519/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3213 - recall: 0.5417 - val_loss: 0.3640 - val_recall: 0.5074
Epoch 1520/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3266 - recall: 0.5270 - val_loss: 0.3645 - val_recall: 0.5196
Epoch 1521/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5319 - val_loss: 0.3636 - val_recall: 0.5343
Epoch 1522/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5237 - val_loss: 0.3661 - val_recall: 0.5368
Epoch 1523/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5188 - val_loss: 0.3717 - val_recall: 0.5417
Epoch 1524/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5311 - val_loss: 0.3662 - val_recall: 0.5221
Epoch 1525/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5303 - val_loss: 0.3695 - val_recall: 0.5221
Epoch 1526/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3174 - recall: 0.5295 - val_loss: 0.3619 - val_recall: 0.5343
Epoch 1527/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3196 - recall: 0.5319 - val_loss: 0.3632 - val_recall: 0.5490
Epoch 1528/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5540 - val_loss: 0.3588 - val_recall: 0.5294
Epoch 1529/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3292 - recall: 0.5352 - val_loss: 0.3664 - val_recall: 0.5172
Epoch 1530/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5065 - val_loss: 0.3680 - val_recall: 0.5368
Epoch 1531/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3171 - recall: 0.5450 - val_loss: 0.3678 - val_recall: 0.5319
Epoch 1532/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5450 - val_loss: 0.3682 - val_recall: 0.5270
Epoch 1533/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5344 - val_loss: 0.3642 - val_recall: 0.5049
Epoch 1534/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3199 - recall: 0.5131 - val_loss: 0.3682 - val_recall: 0.5245
Epoch 1535/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5155 - val_loss: 0.3666 - val_recall: 0.5245
Epoch 1536/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5475 - val_loss: 0.3616 - val_recall: 0.5123
Epoch 1537/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5221 - val_loss: 0.3627 - val_recall: 0.5221
Epoch 1538/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5254 - val_loss: 0.3643 - val_recall: 0.5441
Epoch 1539/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5344 - val_loss: 0.3657 - val_recall: 0.5466
Epoch 1540/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3199 - recall: 0.5499 - val_loss: 0.3587 - val_recall: 0.5564
Epoch 1541/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3215 - recall: 0.5393 - val_loss: 0.3629 - val_recall: 0.5466
Epoch 1542/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3190 - recall: 0.5303 - val_loss: 0.3684 - val_recall: 0.5613
Epoch 1543/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5270 - val_loss: 0.3617 - val_recall: 0.5417
Epoch 1544/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3255 - recall: 0.5393 - val_loss: 0.3680 - val_recall: 0.5441
Epoch 1545/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5311 - val_loss: 0.3673 - val_recall: 0.5441
Epoch 1546/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5286 - val_loss: 0.3623 - val_recall: 0.5417
Epoch 1547/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5376 - val_loss: 0.3644 - val_recall: 0.5343
Epoch 1548/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5327 - val_loss: 0.3663 - val_recall: 0.5368
Epoch 1549/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5327 - val_loss: 0.3629 - val_recall: 0.5196
Epoch 1550/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5172 - val_loss: 0.3722 - val_recall: 0.5417
Epoch 1551/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3195 - recall: 0.5466 - val_loss: 0.3668 - val_recall: 0.5196
Epoch 1552/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5311 - val_loss: 0.3743 - val_recall: 0.5319
Epoch 1553/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5385 - val_loss: 0.3681 - val_recall: 0.5343
Epoch 1554/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3188 - recall: 0.5401 - val_loss: 0.3695 - val_recall: 0.5368
Epoch 1555/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3300 - recall: 0.5098 - val_loss: 0.3727 - val_recall: 0.5417
Epoch 1556/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3229 - recall: 0.5164 - val_loss: 0.3660 - val_recall: 0.5319
Epoch 1557/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3200 - recall: 0.5393 - val_loss: 0.3640 - val_recall: 0.5245
Epoch 1558/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3240 - recall: 0.5286 - val_loss: 0.3673 - val_recall: 0.5319
Epoch 1559/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3239 - recall: 0.5327 - val_loss: 0.3692 - val_recall: 0.5196
Epoch 1560/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3277 - recall: 0.5278 - val_loss: 0.3667 - val_recall: 0.5098
Epoch 1561/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3271 - recall: 0.5172 - val_loss: 0.3661 - val_recall: 0.5172
Epoch 1562/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5237 - val_loss: 0.3681 - val_recall: 0.5147
Epoch 1563/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5286 - val_loss: 0.3669 - val_recall: 0.5049
Epoch 1564/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3266 - recall: 0.5164 - val_loss: 0.3801 - val_recall: 0.5270
Epoch 1565/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5254 - val_loss: 0.3687 - val_recall: 0.5147
Epoch 1566/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3223 - recall: 0.5352 - val_loss: 0.3696 - val_recall: 0.5343
Epoch 1567/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3235 - recall: 0.5336 - val_loss: 0.3771 - val_recall: 0.5221
Epoch 1568/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3165 - recall: 0.5475 - val_loss: 0.3707 - val_recall: 0.5196
Epoch 1569/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5221 - val_loss: 0.3714 - val_recall: 0.5196
Epoch 1570/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5221 - val_loss: 0.3716 - val_recall: 0.5196
Epoch 1571/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5401 - val_loss: 0.3633 - val_recall: 0.5098
Epoch 1572/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5262 - val_loss: 0.3644 - val_recall: 0.5221
Epoch 1573/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3212 - recall: 0.5262 - val_loss: 0.3653 - val_recall: 0.5074
Epoch 1574/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3163 - recall: 0.5426 - val_loss: 0.3659 - val_recall: 0.5196
Epoch 1575/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5336 - val_loss: 0.3606 - val_recall: 0.5049
Epoch 1576/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5286 - val_loss: 0.3680 - val_recall: 0.5196
Epoch 1577/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5188 - val_loss: 0.3641 - val_recall: 0.5245
Epoch 1578/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5270 - val_loss: 0.3647 - val_recall: 0.5343
Epoch 1579/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5409 - val_loss: 0.3660 - val_recall: 0.5245
Epoch 1580/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3211 - recall: 0.5303 - val_loss: 0.3697 - val_recall: 0.5172
Epoch 1581/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5344 - val_loss: 0.3714 - val_recall: 0.5270
Epoch 1582/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5336 - val_loss: 0.3673 - val_recall: 0.5270
Epoch 1583/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5360 - val_loss: 0.3703 - val_recall: 0.5368
Epoch 1584/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5237 - val_loss: 0.3686 - val_recall: 0.5000
Epoch 1585/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5254 - val_loss: 0.3657 - val_recall: 0.5270
Epoch 1586/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3265 - recall: 0.5295 - val_loss: 0.3647 - val_recall: 0.5147
Epoch 1587/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5245 - val_loss: 0.3648 - val_recall: 0.5147
Epoch 1588/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5385 - val_loss: 0.3675 - val_recall: 0.5270
Epoch 1589/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3294 - recall: 0.5049 - val_loss: 0.3670 - val_recall: 0.5147
Epoch 1590/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5270 - val_loss: 0.3616 - val_recall: 0.5172
Epoch 1591/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5319 - val_loss: 0.3626 - val_recall: 0.5098
Epoch 1592/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5196 - val_loss: 0.3674 - val_recall: 0.5343
Epoch 1593/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3206 - recall: 0.5376 - val_loss: 0.3618 - val_recall: 0.5294
Epoch 1594/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5344 - val_loss: 0.3657 - val_recall: 0.5196
Epoch 1595/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5172 - val_loss: 0.3622 - val_recall: 0.5172
Epoch 1596/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5196 - val_loss: 0.3698 - val_recall: 0.5172
Epoch 1597/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5074 - val_loss: 0.3682 - val_recall: 0.5270
Epoch 1598/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5213 - val_loss: 0.3661 - val_recall: 0.5270
Epoch 1599/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3177 - recall: 0.5303 - val_loss: 0.3651 - val_recall: 0.5147
Epoch 1600/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5311 - val_loss: 0.3714 - val_recall: 0.5294
Epoch 1601/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3170 - recall: 0.5507 - val_loss: 0.3664 - val_recall: 0.5074
Epoch 1602/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5213 - val_loss: 0.3720 - val_recall: 0.5221
Epoch 1603/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5401 - val_loss: 0.3705 - val_recall: 0.5172
Epoch 1604/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5303 - val_loss: 0.3698 - val_recall: 0.5172
Epoch 1605/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5442 - val_loss: 0.3621 - val_recall: 0.4877
Epoch 1606/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5360 - val_loss: 0.3629 - val_recall: 0.5123
Epoch 1607/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3173 - recall: 0.5475 - val_loss: 0.3640 - val_recall: 0.5417
Epoch 1608/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3277 - recall: 0.5237 - val_loss: 0.3658 - val_recall: 0.5221
Epoch 1609/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5237 - val_loss: 0.3657 - val_recall: 0.5294
Epoch 1610/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5229 - val_loss: 0.3665 - val_recall: 0.5245
Epoch 1611/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5237 - val_loss: 0.3675 - val_recall: 0.5270
Epoch 1612/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5229 - val_loss: 0.3675 - val_recall: 0.5196
Epoch 1613/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5352 - val_loss: 0.3679 - val_recall: 0.5270
Epoch 1614/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5106 - val_loss: 0.3687 - val_recall: 0.5147
Epoch 1615/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5237 - val_loss: 0.3658 - val_recall: 0.5098
Epoch 1616/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5131 - val_loss: 0.3649 - val_recall: 0.5074
Epoch 1617/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5245 - val_loss: 0.3651 - val_recall: 0.5123
Epoch 1618/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5262 - val_loss: 0.3622 - val_recall: 0.5123
Epoch 1619/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5196 - val_loss: 0.3628 - val_recall: 0.5172
Epoch 1620/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5213 - val_loss: 0.3640 - val_recall: 0.5147
Epoch 1621/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5245 - val_loss: 0.3703 - val_recall: 0.5221
Epoch 1622/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5385 - val_loss: 0.3666 - val_recall: 0.5123
Epoch 1623/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5434 - val_loss: 0.3656 - val_recall: 0.5270
Epoch 1624/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5376 - val_loss: 0.3690 - val_recall: 0.5343
Epoch 1625/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5352 - val_loss: 0.3665 - val_recall: 0.5172
Epoch 1626/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5237 - val_loss: 0.3637 - val_recall: 0.5196
Epoch 1627/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3141 - recall: 0.5532 - val_loss: 0.3671 - val_recall: 0.5172
Epoch 1628/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5360 - val_loss: 0.3665 - val_recall: 0.5270
Epoch 1629/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3173 - recall: 0.5507 - val_loss: 0.3664 - val_recall: 0.5319
Epoch 1630/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5376 - val_loss: 0.3693 - val_recall: 0.5196
Epoch 1631/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5327 - val_loss: 0.3711 - val_recall: 0.5196
Epoch 1632/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5270 - val_loss: 0.3695 - val_recall: 0.5000
Epoch 1633/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5106 - val_loss: 0.3738 - val_recall: 0.5049
Epoch 1634/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3188 - recall: 0.5278 - val_loss: 0.3682 - val_recall: 0.5147
Epoch 1635/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3169 - recall: 0.5589 - val_loss: 0.3730 - val_recall: 0.5417
Epoch 1636/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3156 - recall: 0.5426 - val_loss: 0.3666 - val_recall: 0.5098
Epoch 1637/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5278 - val_loss: 0.3700 - val_recall: 0.5270
Epoch 1638/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5368 - val_loss: 0.3685 - val_recall: 0.5123
Epoch 1639/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3167 - recall: 0.5278 - val_loss: 0.3690 - val_recall: 0.5368
Epoch 1640/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5319 - val_loss: 0.3692 - val_recall: 0.5123
Epoch 1641/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5311 - val_loss: 0.3701 - val_recall: 0.5147
Epoch 1642/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5360 - val_loss: 0.3703 - val_recall: 0.5368
Epoch 1643/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5376 - val_loss: 0.3719 - val_recall: 0.5466
Epoch 1644/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5352 - val_loss: 0.3686 - val_recall: 0.5221
Epoch 1645/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5336 - val_loss: 0.3642 - val_recall: 0.5270
Epoch 1646/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5237 - val_loss: 0.3662 - val_recall: 0.5196
Epoch 1647/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5237 - val_loss: 0.3660 - val_recall: 0.5025
Epoch 1648/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3257 - recall: 0.5221 - val_loss: 0.3671 - val_recall: 0.4828
Epoch 1649/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5131 - val_loss: 0.3649 - val_recall: 0.4926
Epoch 1650/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5229 - val_loss: 0.3703 - val_recall: 0.5025
Epoch 1651/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5221 - val_loss: 0.3674 - val_recall: 0.5000
Epoch 1652/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5090 - val_loss: 0.3703 - val_recall: 0.5147
Epoch 1653/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5303 - val_loss: 0.3716 - val_recall: 0.5000
Epoch 1654/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3167 - recall: 0.5376 - val_loss: 0.3676 - val_recall: 0.4951
Epoch 1655/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5155 - val_loss: 0.3623 - val_recall: 0.5025
Epoch 1656/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5237 - val_loss: 0.3624 - val_recall: 0.5098
Epoch 1657/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5278 - val_loss: 0.3658 - val_recall: 0.5074
Epoch 1658/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5229 - val_loss: 0.3670 - val_recall: 0.4975
Epoch 1659/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5123 - val_loss: 0.3692 - val_recall: 0.5172
Epoch 1660/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3197 - recall: 0.5360 - val_loss: 0.3692 - val_recall: 0.5074
Epoch 1661/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5229 - val_loss: 0.3681 - val_recall: 0.5074
Epoch 1662/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5303 - val_loss: 0.3712 - val_recall: 0.5319
Epoch 1663/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3186 - recall: 0.5286 - val_loss: 0.3708 - val_recall: 0.5294
Epoch 1664/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3208 - recall: 0.5245 - val_loss: 0.3688 - val_recall: 0.5270
Epoch 1665/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5188 - val_loss: 0.3679 - val_recall: 0.5172
Epoch 1666/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3126 - recall: 0.5360 - val_loss: 0.3650 - val_recall: 0.5319
Epoch 1667/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5336 - val_loss: 0.3655 - val_recall: 0.5343
Epoch 1668/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5344 - val_loss: 0.3680 - val_recall: 0.5515
Epoch 1669/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5409 - val_loss: 0.3650 - val_recall: 0.5098
Epoch 1670/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5270 - val_loss: 0.3681 - val_recall: 0.5098
Epoch 1671/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5295 - val_loss: 0.3706 - val_recall: 0.5196
Epoch 1672/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3160 - recall: 0.5434 - val_loss: 0.3675 - val_recall: 0.5123
Epoch 1673/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5188 - val_loss: 0.3680 - val_recall: 0.5000
Epoch 1674/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3156 - recall: 0.5286 - val_loss: 0.3714 - val_recall: 0.5049
Epoch 1675/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3160 - recall: 0.5311 - val_loss: 0.3735 - val_recall: 0.5172
Epoch 1676/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5319 - val_loss: 0.3710 - val_recall: 0.5074
Epoch 1677/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5270 - val_loss: 0.3692 - val_recall: 0.5000
Epoch 1678/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5286 - val_loss: 0.3706 - val_recall: 0.5074
Epoch 1679/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5180 - val_loss: 0.3730 - val_recall: 0.5319
Epoch 1680/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3233 - recall: 0.5286 - val_loss: 0.3729 - val_recall: 0.5221
Epoch 1681/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3177 - recall: 0.5393 - val_loss: 0.3715 - val_recall: 0.5196
Epoch 1682/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5237 - val_loss: 0.3696 - val_recall: 0.5123
Epoch 1683/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5262 - val_loss: 0.3688 - val_recall: 0.5000
Epoch 1684/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5286 - val_loss: 0.3709 - val_recall: 0.5000
Epoch 1685/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3197 - recall: 0.5237 - val_loss: 0.3688 - val_recall: 0.5000
Epoch 1686/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5245 - val_loss: 0.3678 - val_recall: 0.5196
Epoch 1687/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5303 - val_loss: 0.3691 - val_recall: 0.5074
Epoch 1688/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5229 - val_loss: 0.3651 - val_recall: 0.4951
Epoch 1689/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3160 - recall: 0.5229 - val_loss: 0.3704 - val_recall: 0.5245
Epoch 1690/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3185 - recall: 0.5376 - val_loss: 0.3673 - val_recall: 0.5123
Epoch 1691/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5327 - val_loss: 0.3657 - val_recall: 0.5172
Epoch 1692/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3269 - recall: 0.5344 - val_loss: 0.3657 - val_recall: 0.5123
Epoch 1693/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5278 - val_loss: 0.3634 - val_recall: 0.5074
Epoch 1694/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3245 - recall: 0.5254 - val_loss: 0.3661 - val_recall: 0.4926
Epoch 1695/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5139 - val_loss: 0.3630 - val_recall: 0.5025
Epoch 1696/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5417 - val_loss: 0.3686 - val_recall: 0.5098
Epoch 1697/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3250 - recall: 0.5155 - val_loss: 0.3638 - val_recall: 0.4926
Epoch 1698/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3186 - recall: 0.5286 - val_loss: 0.3653 - val_recall: 0.5147
Epoch 1699/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5254 - val_loss: 0.3682 - val_recall: 0.5196
Epoch 1700/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5360 - val_loss: 0.3651 - val_recall: 0.4975
Epoch 1701/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5262 - val_loss: 0.3700 - val_recall: 0.5098
Epoch 1702/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5327 - val_loss: 0.3677 - val_recall: 0.4926
Epoch 1703/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5196 - val_loss: 0.3630 - val_recall: 0.4902
Epoch 1704/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5286 - val_loss: 0.3643 - val_recall: 0.5000
Epoch 1705/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5123 - val_loss: 0.3723 - val_recall: 0.5098
Epoch 1706/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5090 - val_loss: 0.3632 - val_recall: 0.4926
Epoch 1707/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5205 - val_loss: 0.3626 - val_recall: 0.4975
Epoch 1708/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5123 - val_loss: 0.3630 - val_recall: 0.4706
Epoch 1709/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5106 - val_loss: 0.3673 - val_recall: 0.5000
Epoch 1710/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5385 - val_loss: 0.3666 - val_recall: 0.4902
Epoch 1711/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.5082 - val_loss: 0.3666 - val_recall: 0.5025
Epoch 1712/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3193 - recall: 0.5131 - val_loss: 0.3683 - val_recall: 0.4951
Epoch 1713/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5229 - val_loss: 0.3638 - val_recall: 0.4853
Epoch 1714/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3174 - recall: 0.5344 - val_loss: 0.3704 - val_recall: 0.5025
Epoch 1715/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5270 - val_loss: 0.3708 - val_recall: 0.4951
Epoch 1716/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3193 - recall: 0.5221 - val_loss: 0.3714 - val_recall: 0.5098
Epoch 1717/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3222 - recall: 0.5254 - val_loss: 0.3638 - val_recall: 0.5098
Epoch 1718/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3192 - recall: 0.5229 - val_loss: 0.3619 - val_recall: 0.4877
Epoch 1719/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5237 - val_loss: 0.3705 - val_recall: 0.5049
Epoch 1720/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5213 - val_loss: 0.3671 - val_recall: 0.5000
Epoch 1721/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3185 - recall: 0.5295 - val_loss: 0.3680 - val_recall: 0.4951
Epoch 1722/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5221 - val_loss: 0.3621 - val_recall: 0.5000
Epoch 1723/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3169 - recall: 0.5311 - val_loss: 0.3653 - val_recall: 0.5049
Epoch 1724/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3231 - recall: 0.5057 - val_loss: 0.3659 - val_recall: 0.5049
Epoch 1725/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5262 - val_loss: 0.3644 - val_recall: 0.5074
Epoch 1726/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3259 - recall: 0.5139 - val_loss: 0.3684 - val_recall: 0.5074
Epoch 1727/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5286 - val_loss: 0.3666 - val_recall: 0.5049
Epoch 1728/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5229 - val_loss: 0.3661 - val_recall: 0.5025
Epoch 1729/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5172 - val_loss: 0.3691 - val_recall: 0.5049
Epoch 1730/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3272 - recall: 0.5155 - val_loss: 0.3657 - val_recall: 0.4926
Epoch 1731/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3271 - recall: 0.5155 - val_loss: 0.3712 - val_recall: 0.5074
Epoch 1732/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5319 - val_loss: 0.3658 - val_recall: 0.4877
Epoch 1733/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5303 - val_loss: 0.3657 - val_recall: 0.4951
Epoch 1734/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5254 - val_loss: 0.3645 - val_recall: 0.4926
Epoch 1735/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5188 - val_loss: 0.3707 - val_recall: 0.5098
Epoch 1736/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3188 - recall: 0.5196 - val_loss: 0.3636 - val_recall: 0.5147
Epoch 1737/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5417 - val_loss: 0.3662 - val_recall: 0.5074
Epoch 1738/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3181 - recall: 0.5180 - val_loss: 0.3652 - val_recall: 0.4926
Epoch 1739/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3281 - recall: 0.5033 - val_loss: 0.3701 - val_recall: 0.5098
Epoch 1740/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3231 - recall: 0.5196 - val_loss: 0.3649 - val_recall: 0.5098
Epoch 1741/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3238 - recall: 0.5106 - val_loss: 0.3668 - val_recall: 0.5196
Epoch 1742/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5286 - val_loss: 0.3670 - val_recall: 0.5147
Epoch 1743/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5196 - val_loss: 0.3696 - val_recall: 0.5049
Epoch 1744/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3243 - recall: 0.5049 - val_loss: 0.3653 - val_recall: 0.5025
Epoch 1745/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3238 - recall: 0.5180 - val_loss: 0.3678 - val_recall: 0.5172
Epoch 1746/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5155 - val_loss: 0.3655 - val_recall: 0.5049
Epoch 1747/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3232 - recall: 0.5106 - val_loss: 0.3662 - val_recall: 0.5074
Epoch 1748/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3237 - recall: 0.5164 - val_loss: 0.3692 - val_recall: 0.5294
Epoch 1749/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3231 - recall: 0.5221 - val_loss: 0.3653 - val_recall: 0.4926
Epoch 1750/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5180 - val_loss: 0.3681 - val_recall: 0.5000
Epoch 1751/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3275 - recall: 0.5074 - val_loss: 0.3705 - val_recall: 0.4951
Epoch 1752/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3267 - recall: 0.5115 - val_loss: 0.3662 - val_recall: 0.4975
Epoch 1753/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3217 - recall: 0.5286 - val_loss: 0.3663 - val_recall: 0.4951
Epoch 1754/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5278 - val_loss: 0.3683 - val_recall: 0.4926
Epoch 1755/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3164 - recall: 0.5295 - val_loss: 0.3678 - val_recall: 0.4902
Epoch 1756/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5278 - val_loss: 0.3695 - val_recall: 0.4975
Epoch 1757/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3186 - recall: 0.5336 - val_loss: 0.3693 - val_recall: 0.5000
Epoch 1758/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3231 - recall: 0.5131 - val_loss: 0.3713 - val_recall: 0.5000
Epoch 1759/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3216 - recall: 0.5352 - val_loss: 0.3623 - val_recall: 0.4975
Epoch 1760/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3154 - recall: 0.5336 - val_loss: 0.3613 - val_recall: 0.4853
Epoch 1761/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3166 - recall: 0.5426 - val_loss: 0.3663 - val_recall: 0.5025
Epoch 1762/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3244 - recall: 0.5123 - val_loss: 0.3667 - val_recall: 0.5000
Epoch 1763/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3166 - recall: 0.5434 - val_loss: 0.3660 - val_recall: 0.5147
Epoch 1764/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5254 - val_loss: 0.3644 - val_recall: 0.4951
Epoch 1765/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3248 - recall: 0.5147 - val_loss: 0.3686 - val_recall: 0.5221
Epoch 1766/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3165 - recall: 0.5311 - val_loss: 0.3619 - val_recall: 0.5098
Epoch 1767/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3249 - recall: 0.5352 - val_loss: 0.3663 - val_recall: 0.5147
Epoch 1768/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5229 - val_loss: 0.3699 - val_recall: 0.5147
Epoch 1769/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3194 - recall: 0.5344 - val_loss: 0.3660 - val_recall: 0.5074
Epoch 1770/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5319 - val_loss: 0.3657 - val_recall: 0.5074
Epoch 1771/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5295 - val_loss: 0.3601 - val_recall: 0.5049
Epoch 1772/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3216 - recall: 0.5229 - val_loss: 0.3648 - val_recall: 0.5123
Epoch 1773/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3251 - recall: 0.5229 - val_loss: 0.3642 - val_recall: 0.5074
Epoch 1774/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5336 - val_loss: 0.3640 - val_recall: 0.5000
Epoch 1775/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5147 - val_loss: 0.3651 - val_recall: 0.4975
Epoch 1776/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5221 - val_loss: 0.3651 - val_recall: 0.5025
Epoch 1777/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3186 - recall: 0.5417 - val_loss: 0.3669 - val_recall: 0.5049
Epoch 1778/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5270 - val_loss: 0.3676 - val_recall: 0.5074
Epoch 1779/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5090 - val_loss: 0.3677 - val_recall: 0.5000
Epoch 1780/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3163 - recall: 0.5205 - val_loss: 0.3682 - val_recall: 0.5123
Epoch 1781/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5278 - val_loss: 0.3712 - val_recall: 0.4902
Epoch 1782/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5360 - val_loss: 0.3731 - val_recall: 0.5147
Epoch 1783/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5213 - val_loss: 0.3669 - val_recall: 0.5098
Epoch 1784/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3240 - recall: 0.5131 - val_loss: 0.3618 - val_recall: 0.5074
Epoch 1785/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3177 - recall: 0.5327 - val_loss: 0.3623 - val_recall: 0.5098
Epoch 1786/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3247 - recall: 0.5286 - val_loss: 0.3634 - val_recall: 0.4975
Epoch 1787/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5336 - val_loss: 0.3680 - val_recall: 0.5049
Epoch 1788/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3282 - recall: 0.5164 - val_loss: 0.3726 - val_recall: 0.5172
Epoch 1789/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3125 - recall: 0.5401 - val_loss: 0.3695 - val_recall: 0.5147
Epoch 1790/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3289 - recall: 0.5155 - val_loss: 0.3698 - val_recall: 0.4951
Epoch 1791/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5286 - val_loss: 0.3660 - val_recall: 0.4975
Epoch 1792/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5188 - val_loss: 0.3685 - val_recall: 0.5098
Epoch 1793/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5098 - val_loss: 0.3696 - val_recall: 0.5123
Epoch 1794/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5196 - val_loss: 0.3655 - val_recall: 0.5025
Epoch 1795/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5115 - val_loss: 0.3687 - val_recall: 0.5049
Epoch 1796/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3165 - recall: 0.5417 - val_loss: 0.3682 - val_recall: 0.5147
Epoch 1797/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5319 - val_loss: 0.3660 - val_recall: 0.5196
Epoch 1798/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5278 - val_loss: 0.3662 - val_recall: 0.4853
Epoch 1799/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3234 - recall: 0.5082 - val_loss: 0.3663 - val_recall: 0.5123
Epoch 1800/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3177 - recall: 0.5442 - val_loss: 0.3653 - val_recall: 0.5098
Epoch 1801/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3247 - recall: 0.5164 - val_loss: 0.3689 - val_recall: 0.5417
Epoch 1802/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3159 - recall: 0.5483 - val_loss: 0.3614 - val_recall: 0.5221
Epoch 1803/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5360 - val_loss: 0.3667 - val_recall: 0.5343
Epoch 1804/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5344 - val_loss: 0.3660 - val_recall: 0.5000
Epoch 1805/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5270 - val_loss: 0.3692 - val_recall: 0.5098
Epoch 1806/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3172 - recall: 0.5131 - val_loss: 0.3683 - val_recall: 0.5098
Epoch 1807/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5286 - val_loss: 0.3650 - val_recall: 0.5270
Epoch 1808/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5147 - val_loss: 0.3632 - val_recall: 0.5147
Epoch 1809/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5262 - val_loss: 0.3654 - val_recall: 0.5196
Epoch 1810/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5311 - val_loss: 0.3653 - val_recall: 0.4951
Epoch 1811/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3168 - recall: 0.5466 - val_loss: 0.3675 - val_recall: 0.5172
Epoch 1812/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3244 - recall: 0.5123 - val_loss: 0.3717 - val_recall: 0.5221
Epoch 1813/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5303 - val_loss: 0.3707 - val_recall: 0.5049
Epoch 1814/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5180 - val_loss: 0.3684 - val_recall: 0.5098
Epoch 1815/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5295 - val_loss: 0.3710 - val_recall: 0.5172
Epoch 1816/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3204 - recall: 0.5205 - val_loss: 0.3689 - val_recall: 0.5025
Epoch 1817/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3175 - recall: 0.5344 - val_loss: 0.3699 - val_recall: 0.5147
Epoch 1818/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5262 - val_loss: 0.3672 - val_recall: 0.5123
Epoch 1819/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5237 - val_loss: 0.3691 - val_recall: 0.5147
Epoch 1820/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3188 - recall: 0.5368 - val_loss: 0.3726 - val_recall: 0.5074
Epoch 1821/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3254 - recall: 0.5295 - val_loss: 0.3685 - val_recall: 0.5025
Epoch 1822/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5229 - val_loss: 0.3678 - val_recall: 0.5221
Epoch 1823/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3233 - recall: 0.5270 - val_loss: 0.3712 - val_recall: 0.5074
Epoch 1824/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3233 - recall: 0.5295 - val_loss: 0.3661 - val_recall: 0.5098
Epoch 1825/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3223 - recall: 0.5286 - val_loss: 0.3683 - val_recall: 0.5049
Epoch 1826/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3183 - recall: 0.5311 - val_loss: 0.3627 - val_recall: 0.4975
Epoch 1827/2000
30/30 [==============================] - 0s 6ms/step - loss: 0.3179 - recall: 0.5344 - val_loss: 0.3660 - val_recall: 0.5147
Epoch 1828/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5352 - val_loss: 0.3643 - val_recall: 0.4975
Epoch 1829/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5041 - val_loss: 0.3692 - val_recall: 0.5098
Epoch 1830/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3194 - recall: 0.5229 - val_loss: 0.3635 - val_recall: 0.5049
Epoch 1831/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5147 - val_loss: 0.3674 - val_recall: 0.5147
Epoch 1832/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3138 - recall: 0.5295 - val_loss: 0.3687 - val_recall: 0.5123
Epoch 1833/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3177 - recall: 0.5311 - val_loss: 0.3657 - val_recall: 0.5025
Epoch 1834/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3257 - recall: 0.5057 - val_loss: 0.3702 - val_recall: 0.5196
Epoch 1835/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3181 - recall: 0.5303 - val_loss: 0.3660 - val_recall: 0.5025
Epoch 1836/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5295 - val_loss: 0.3664 - val_recall: 0.5074
Epoch 1837/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3299 - recall: 0.5213 - val_loss: 0.3693 - val_recall: 0.5123
Epoch 1838/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3182 - recall: 0.5221 - val_loss: 0.3733 - val_recall: 0.5000
Epoch 1839/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3181 - recall: 0.5254 - val_loss: 0.3715 - val_recall: 0.5025
Epoch 1840/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5327 - val_loss: 0.3755 - val_recall: 0.5196
Epoch 1841/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5360 - val_loss: 0.3660 - val_recall: 0.5123
Epoch 1842/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3224 - recall: 0.5303 - val_loss: 0.3727 - val_recall: 0.5196
Epoch 1843/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5180 - val_loss: 0.3693 - val_recall: 0.5098
Epoch 1844/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3189 - recall: 0.5336 - val_loss: 0.3695 - val_recall: 0.5221
Epoch 1845/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5278 - val_loss: 0.3684 - val_recall: 0.5049
Epoch 1846/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3188 - recall: 0.5262 - val_loss: 0.3720 - val_recall: 0.5172
Epoch 1847/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5205 - val_loss: 0.3714 - val_recall: 0.5196
Epoch 1848/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5221 - val_loss: 0.3638 - val_recall: 0.5221
Epoch 1849/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3212 - recall: 0.5344 - val_loss: 0.3652 - val_recall: 0.5245
Epoch 1850/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3219 - recall: 0.5237 - val_loss: 0.3608 - val_recall: 0.5147
Epoch 1851/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5245 - val_loss: 0.3599 - val_recall: 0.5245
Epoch 1852/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3258 - recall: 0.5188 - val_loss: 0.3629 - val_recall: 0.5221
Epoch 1853/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3140 - recall: 0.5368 - val_loss: 0.3607 - val_recall: 0.5123
Epoch 1854/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3179 - recall: 0.5434 - val_loss: 0.3640 - val_recall: 0.5196
Epoch 1855/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5417 - val_loss: 0.3614 - val_recall: 0.5049
Epoch 1856/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3227 - recall: 0.5336 - val_loss: 0.3651 - val_recall: 0.5196
Epoch 1857/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5188 - val_loss: 0.3689 - val_recall: 0.5025
Epoch 1858/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5172 - val_loss: 0.3634 - val_recall: 0.5000
Epoch 1859/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5188 - val_loss: 0.3650 - val_recall: 0.5025
Epoch 1860/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3165 - recall: 0.5278 - val_loss: 0.3684 - val_recall: 0.5049
Epoch 1861/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3151 - recall: 0.5278 - val_loss: 0.3654 - val_recall: 0.5074
Epoch 1862/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3169 - recall: 0.5393 - val_loss: 0.3726 - val_recall: 0.5147
Epoch 1863/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3260 - recall: 0.5237 - val_loss: 0.3662 - val_recall: 0.5098
Epoch 1864/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5262 - val_loss: 0.3662 - val_recall: 0.5025
Epoch 1865/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3169 - recall: 0.5254 - val_loss: 0.3651 - val_recall: 0.5000
Epoch 1866/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3223 - recall: 0.5295 - val_loss: 0.3645 - val_recall: 0.5074
Epoch 1867/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3236 - recall: 0.5221 - val_loss: 0.3617 - val_recall: 0.5098
Epoch 1868/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5303 - val_loss: 0.3646 - val_recall: 0.5147
Epoch 1869/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3235 - recall: 0.5123 - val_loss: 0.3678 - val_recall: 0.5123
Epoch 1870/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3149 - recall: 0.5434 - val_loss: 0.3601 - val_recall: 0.5000
Epoch 1871/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3166 - recall: 0.5327 - val_loss: 0.3609 - val_recall: 0.5074
Epoch 1872/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5213 - val_loss: 0.3708 - val_recall: 0.5172
Epoch 1873/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3213 - recall: 0.5270 - val_loss: 0.3715 - val_recall: 0.5147
Epoch 1874/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5286 - val_loss: 0.3701 - val_recall: 0.5245
Epoch 1875/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3183 - recall: 0.5385 - val_loss: 0.3670 - val_recall: 0.5147
Epoch 1876/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5229 - val_loss: 0.3675 - val_recall: 0.5098
Epoch 1877/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3175 - recall: 0.5278 - val_loss: 0.3709 - val_recall: 0.5245
Epoch 1878/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3149 - recall: 0.5393 - val_loss: 0.3695 - val_recall: 0.5172
Epoch 1879/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3172 - recall: 0.5401 - val_loss: 0.3663 - val_recall: 0.5049
Epoch 1880/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5270 - val_loss: 0.3679 - val_recall: 0.5245
Epoch 1881/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3159 - recall: 0.5466 - val_loss: 0.3705 - val_recall: 0.5074
Epoch 1882/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5401 - val_loss: 0.3669 - val_recall: 0.5049
Epoch 1883/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3212 - recall: 0.5245 - val_loss: 0.3674 - val_recall: 0.5123
Epoch 1884/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3149 - recall: 0.5417 - val_loss: 0.3719 - val_recall: 0.5049
Epoch 1885/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5295 - val_loss: 0.3697 - val_recall: 0.5172
Epoch 1886/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5262 - val_loss: 0.3739 - val_recall: 0.5147
Epoch 1887/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5262 - val_loss: 0.3662 - val_recall: 0.5049
Epoch 1888/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3247 - recall: 0.5213 - val_loss: 0.3663 - val_recall: 0.5123
Epoch 1889/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3167 - recall: 0.5196 - val_loss: 0.3655 - val_recall: 0.5074
Epoch 1890/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3205 - recall: 0.5278 - val_loss: 0.3681 - val_recall: 0.5196
Epoch 1891/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5344 - val_loss: 0.3672 - val_recall: 0.5123
Epoch 1892/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3198 - recall: 0.5360 - val_loss: 0.3721 - val_recall: 0.5074
Epoch 1893/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3178 - recall: 0.5368 - val_loss: 0.3696 - val_recall: 0.5221
Epoch 1894/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5270 - val_loss: 0.3731 - val_recall: 0.5098
Epoch 1895/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3261 - recall: 0.5336 - val_loss: 0.3657 - val_recall: 0.5000
Epoch 1896/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3214 - recall: 0.5205 - val_loss: 0.3666 - val_recall: 0.4926
Epoch 1897/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5172 - val_loss: 0.3648 - val_recall: 0.5049
Epoch 1898/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3208 - recall: 0.5221 - val_loss: 0.3724 - val_recall: 0.5074
Epoch 1899/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5368 - val_loss: 0.3688 - val_recall: 0.5049
Epoch 1900/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3188 - recall: 0.5286 - val_loss: 0.3717 - val_recall: 0.5049
Epoch 1901/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5180 - val_loss: 0.3723 - val_recall: 0.4951
Epoch 1902/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3195 - recall: 0.5278 - val_loss: 0.3679 - val_recall: 0.4902
Epoch 1903/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5295 - val_loss: 0.3712 - val_recall: 0.5049
Epoch 1904/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3171 - recall: 0.5303 - val_loss: 0.3690 - val_recall: 0.5049
Epoch 1905/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5336 - val_loss: 0.3687 - val_recall: 0.5098
Epoch 1906/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3229 - recall: 0.5213 - val_loss: 0.3664 - val_recall: 0.5098
Epoch 1907/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3264 - recall: 0.5106 - val_loss: 0.3658 - val_recall: 0.5123
Epoch 1908/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3263 - recall: 0.5205 - val_loss: 0.3690 - val_recall: 0.5123
Epoch 1909/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3180 - recall: 0.5278 - val_loss: 0.3660 - val_recall: 0.4975
Epoch 1910/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3239 - recall: 0.5385 - val_loss: 0.3704 - val_recall: 0.4926
Epoch 1911/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3230 - recall: 0.5131 - val_loss: 0.3638 - val_recall: 0.5049
Epoch 1912/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3194 - recall: 0.5205 - val_loss: 0.3635 - val_recall: 0.4975
Epoch 1913/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5311 - val_loss: 0.3660 - val_recall: 0.5025
Epoch 1914/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3200 - recall: 0.5172 - val_loss: 0.3666 - val_recall: 0.5025
Epoch 1915/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3168 - recall: 0.5319 - val_loss: 0.3641 - val_recall: 0.5074
Epoch 1916/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3134 - recall: 0.5311 - val_loss: 0.3746 - val_recall: 0.5368
Epoch 1917/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3172 - recall: 0.5409 - val_loss: 0.3716 - val_recall: 0.5123
Epoch 1918/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5286 - val_loss: 0.3647 - val_recall: 0.5270
Epoch 1919/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3221 - recall: 0.5409 - val_loss: 0.3656 - val_recall: 0.5123
Epoch 1920/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5254 - val_loss: 0.3659 - val_recall: 0.5196
Epoch 1921/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3237 - recall: 0.5311 - val_loss: 0.3652 - val_recall: 0.5098
Epoch 1922/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5295 - val_loss: 0.3707 - val_recall: 0.5221
Epoch 1923/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5245 - val_loss: 0.3679 - val_recall: 0.5098
Epoch 1924/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3253 - recall: 0.5155 - val_loss: 0.3678 - val_recall: 0.4975
Epoch 1925/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3215 - recall: 0.5245 - val_loss: 0.3695 - val_recall: 0.5123
Epoch 1926/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3178 - recall: 0.5262 - val_loss: 0.3738 - val_recall: 0.5098
Epoch 1927/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3232 - recall: 0.5213 - val_loss: 0.3735 - val_recall: 0.5196
Epoch 1928/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3171 - recall: 0.5344 - val_loss: 0.3678 - val_recall: 0.5172
Epoch 1929/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3176 - recall: 0.5295 - val_loss: 0.3694 - val_recall: 0.5221
Epoch 1930/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5336 - val_loss: 0.3675 - val_recall: 0.5074
Epoch 1931/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3082 - recall: 0.5417 - val_loss: 0.3695 - val_recall: 0.5221
Epoch 1932/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3219 - recall: 0.5327 - val_loss: 0.3679 - val_recall: 0.5245
Epoch 1933/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5270 - val_loss: 0.3657 - val_recall: 0.5196
Epoch 1934/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3226 - recall: 0.5319 - val_loss: 0.3665 - val_recall: 0.5172
Epoch 1935/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3206 - recall: 0.5303 - val_loss: 0.3676 - val_recall: 0.5025
Epoch 1936/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3209 - recall: 0.5213 - val_loss: 0.3687 - val_recall: 0.5074
Epoch 1937/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3256 - recall: 0.5311 - val_loss: 0.3694 - val_recall: 0.5074
Epoch 1938/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3175 - recall: 0.5278 - val_loss: 0.3671 - val_recall: 0.4951
Epoch 1939/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5205 - val_loss: 0.3638 - val_recall: 0.4975
Epoch 1940/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3245 - recall: 0.5139 - val_loss: 0.3680 - val_recall: 0.5000
Epoch 1941/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3173 - recall: 0.5319 - val_loss: 0.3673 - val_recall: 0.5000
Epoch 1942/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3211 - recall: 0.5196 - val_loss: 0.3673 - val_recall: 0.5025
Epoch 1943/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3150 - recall: 0.5344 - val_loss: 0.3720 - val_recall: 0.4877
Epoch 1944/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5229 - val_loss: 0.3708 - val_recall: 0.4902
Epoch 1945/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5147 - val_loss: 0.3726 - val_recall: 0.4926
Epoch 1946/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3197 - recall: 0.5319 - val_loss: 0.3662 - val_recall: 0.5098
Epoch 1947/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3334 - recall: 0.5000 - val_loss: 0.3706 - val_recall: 0.5000
Epoch 1948/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3207 - recall: 0.5172 - val_loss: 0.3717 - val_recall: 0.4975
Epoch 1949/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3241 - recall: 0.5303 - val_loss: 0.3730 - val_recall: 0.4975
Epoch 1950/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3225 - recall: 0.5254 - val_loss: 0.3679 - val_recall: 0.4730
Epoch 1951/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5237 - val_loss: 0.3642 - val_recall: 0.4804
Epoch 1952/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3192 - recall: 0.5286 - val_loss: 0.3632 - val_recall: 0.4461
Epoch 1953/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5082 - val_loss: 0.3690 - val_recall: 0.4877
Epoch 1954/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3210 - recall: 0.5237 - val_loss: 0.3661 - val_recall: 0.4902
Epoch 1955/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5254 - val_loss: 0.3693 - val_recall: 0.4926
Epoch 1956/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3174 - recall: 0.5409 - val_loss: 0.3723 - val_recall: 0.5172
Epoch 1957/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3185 - recall: 0.5368 - val_loss: 0.3702 - val_recall: 0.5049
Epoch 1958/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5229 - val_loss: 0.3732 - val_recall: 0.5221
Epoch 1959/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5417 - val_loss: 0.3704 - val_recall: 0.5368
Epoch 1960/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3228 - recall: 0.5360 - val_loss: 0.3696 - val_recall: 0.5196
Epoch 1961/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3187 - recall: 0.5172 - val_loss: 0.3721 - val_recall: 0.5294
Epoch 1962/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3166 - recall: 0.5311 - val_loss: 0.3734 - val_recall: 0.5196
Epoch 1963/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3198 - recall: 0.5327 - val_loss: 0.3701 - val_recall: 0.5000
Epoch 1964/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5319 - val_loss: 0.3721 - val_recall: 0.5196
Epoch 1965/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3238 - recall: 0.5393 - val_loss: 0.3673 - val_recall: 0.5049
Epoch 1966/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3199 - recall: 0.5139 - val_loss: 0.3690 - val_recall: 0.5123
Epoch 1967/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3168 - recall: 0.5319 - val_loss: 0.3630 - val_recall: 0.5123
Epoch 1968/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3185 - recall: 0.5237 - val_loss: 0.3654 - val_recall: 0.5172
Epoch 1969/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3202 - recall: 0.5327 - val_loss: 0.3661 - val_recall: 0.5147
Epoch 1970/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5286 - val_loss: 0.3703 - val_recall: 0.5025
Epoch 1971/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5278 - val_loss: 0.3673 - val_recall: 0.5147
Epoch 1972/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3230 - recall: 0.5254 - val_loss: 0.3675 - val_recall: 0.5123
Epoch 1973/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3222 - recall: 0.5164 - val_loss: 0.3684 - val_recall: 0.5221
Epoch 1974/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3176 - recall: 0.5368 - val_loss: 0.3684 - val_recall: 0.5270
Epoch 1975/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5262 - val_loss: 0.3653 - val_recall: 0.5196
Epoch 1976/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5188 - val_loss: 0.3695 - val_recall: 0.5098
Epoch 1977/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5254 - val_loss: 0.3670 - val_recall: 0.5172
Epoch 1978/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3203 - recall: 0.5336 - val_loss: 0.3652 - val_recall: 0.5245
Epoch 1979/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3262 - recall: 0.5245 - val_loss: 0.3698 - val_recall: 0.5245
Epoch 1980/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3190 - recall: 0.5360 - val_loss: 0.3668 - val_recall: 0.5196
Epoch 1981/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3275 - recall: 0.5164 - val_loss: 0.3661 - val_recall: 0.5221
Epoch 1982/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5172 - val_loss: 0.3722 - val_recall: 0.5147
Epoch 1983/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3184 - recall: 0.5229 - val_loss: 0.3675 - val_recall: 0.5123
Epoch 1984/2000
30/30 [==============================] - 0s 5ms/step - loss: 0.3160 - recall: 0.5499 - val_loss: 0.3636 - val_recall: 0.5123
Epoch 1985/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3215 - recall: 0.5205 - val_loss: 0.3663 - val_recall: 0.5074
Epoch 1986/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3206 - recall: 0.5319 - val_loss: 0.3683 - val_recall: 0.5000
Epoch 1987/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5106 - val_loss: 0.3675 - val_recall: 0.5147
Epoch 1988/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3162 - recall: 0.5221 - val_loss: 0.3697 - val_recall: 0.5147
Epoch 1989/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3200 - recall: 0.5254 - val_loss: 0.3664 - val_recall: 0.5049
Epoch 1990/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3167 - recall: 0.5295 - val_loss: 0.3713 - val_recall: 0.5123
Epoch 1991/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3201 - recall: 0.5123 - val_loss: 0.3701 - val_recall: 0.5196
Epoch 1992/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3268 - recall: 0.5090 - val_loss: 0.3651 - val_recall: 0.4975
Epoch 1993/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3196 - recall: 0.5115 - val_loss: 0.3663 - val_recall: 0.5221
Epoch 1994/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3166 - recall: 0.5311 - val_loss: 0.3635 - val_recall: 0.5270
Epoch 1995/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3220 - recall: 0.5237 - val_loss: 0.3669 - val_recall: 0.5343
Epoch 1996/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3283 - recall: 0.5245 - val_loss: 0.3649 - val_recall: 0.5270
Epoch 1997/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3218 - recall: 0.5098 - val_loss: 0.3652 - val_recall: 0.5343
Epoch 1998/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3191 - recall: 0.5376 - val_loss: 0.3639 - val_recall: 0.5270
Epoch 1999/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3270 - recall: 0.5188 - val_loss: 0.3680 - val_recall: 0.5417
Epoch 2000/2000
30/30 [==============================] - 0s 4ms/step - loss: 0.3153 - recall: 0.5417 - val_loss: 0.3666 - val_recall: 0.5098
CPU times: user 5min 30s, sys: 31.1 s, total: 6min 1s
Wall time: 4min 20s

# Predicting the training results using 0.5 as the threshold
y_train_pred_2 = (model_2.predict(x_train) > 0.5)

# Predicting the validation results using 0.5 as the threshold
y_val_pred_2 = (model_2.predict(x_val) > 0.5)

# Populate the testing variable using 0.5 as the threshold (will be used later in model comparison)
y_test_pred_2 = (model_2.predict(x_test) > 0.5)

188/188 [==============================] - 0s 2ms/step
63/63 [==============================] - 0s 1ms/step
63/63 [==============================] - 0s 1ms/step

Observations on Sequential model with Adam and Dropout using original data¶

# Display the training loss and validation loss
show_lineplot(data_train = history_2.history['loss'], data_val = history_2.history['val_loss'], feature_name = 'Loss', labels = ['Training', 'Validation'])

# Display the training recall and validation recall
show_lineplot(data_train = history_2.history['recall'], data_val = history_2.history['val_recall'], feature_name = 'Recall', labels = ['Training', 'Validation'])

# Display the classification report for training and validation data
show_classification_report(model_name = model_name_2, target_train = y_train, predictors_train = y_train_pred_2, target_val = y_val, predictors_val = y_val_pred_2)

# Display the confision matrix using training data
show_confusion_matrix(predictors = y_train_pred_2, target = y_train, title = '(Training)')

# Display the confision matrix using validation data
show_confusion_matrix(predictors = y_val_pred_2, target = y_val, title = '(Validation)')

Observations:

Sequential model with shows a 49.35% recall score on original training data and a 41.67% recall score on validation data using the following parameters:
- Optimizer = Adam
- Metrics = Recall
- Learning rate = 0.001
- loss = binary_crossentropy
- Number of layers (Dense and Dropout) = 7
- Total parameters = 801
- Batch size = 200
- Epoch = 2,000
It took the model approximately 3 minutes and 7 seconds to complete the training.
The line plot for loss shows smooth lines for both original training and validation data. However, the line plot for recall is showing slight noise for the validation data.

Neural Network with Balanced Data (by applying SMOTE) and SGD Optimizer¶

Sequential model with SGD using oversampled data¶

# Prepare oversampled data using Synthetic Minority Oversampling Technique (SMOTE)
smo = SMOTE(random_state = 1)
x_train_os, y_train_os = smo.fit_resample(x_train, y_train)

print('After oversampling, the shape of x_train: {}'.format(x_train_os.shape))
print('After oversampling, the shape of y_train: {}'.format(y_train_os.shape))

# Clear backend session
clear_session()

# Create model with SGD optimizer using oversampled training data
model_name_3 = 'NN with SMOTE & SGD'

model_3 = Sequential()
model_3.add(Dense(units = 8, activation = 'relu', input_dim = x_train_os.shape[1]))
model_3.add(Dense(units = 16, activation = 'relu'))
model_3.add(Dense(units = 8, activation = 'relu'))
model_3.add(Dense(units = 1, activation = 'sigmoid'))

model_3.compile(loss = 'binary_crossentropy', optimizer = SGD(0.001), metrics = ['recall'])

model_3.summary()

%%time

# Fit the model
history_3 = model_3.fit(
  x_train_os, y_train_os,
  batch_size = 200,
  validation_data = (x_val, y_val),
  epochs = 2000,
  verbose = 1
)

# Predicting the oversampled training results using 0.5 as the threshold
y_train_pred_3 = (model_3.predict(x_train_os) > 0.5)

# Predicting the validation results using 0.5 as the threshold
y_val_pred_3 = (model_3.predict(x_val) > 0.5)

# Populate the testing variable using 0.5 as the threshold (will be used later in model comparison)
y_test_pred_3 = (model_3.predict(x_test) > 0.5)

Observations on Sequential model with SGD using oversampled data¶

# Display the training loss and validation loss
show_lineplot(data_train = history_3.history['loss'], data_val = history_3.history['val_loss'], feature_name = 'Loss', labels = ['Training', 'Validation'])

# Display the training recall and validation recall
show_lineplot(data_train = history_3.history['recall'], data_val = history_3.history['val_recall'], feature_name = 'Recall', labels = ['Training', 'Validation'])

# Display the classification report for oversampled training and validation data
show_classification_report(model_name = model_name_3, target_train = y_train_os, predictors_train = y_train_pred_3, target_val = y_val, predictors_val = y_val_pred_3)

# Display the confision matrix using oversampled training data
show_confusion_matrix(predictors = y_train_pred_3, target = y_train_os, title = '(Training)')

# Display the confision matrix using validation data
show_confusion_matrix(predictors = y_val_pred_3, target = y_val, title = '(Validation)')

Observations:

Sequential model shows a 73.06% recall score on oversampled training data and a 67.40% recall score on validation data using the following parameters:
- Optimizer = SGD
- Metrics = Recall
- Learning rate = 0.001
- loss = binary_crossentropy
- Number of layers (Dense and Dropout) = 4
- Total parameters = 385
- Batch size = 200
- Epoch = 2,000
It took the model approximately 3 minutes and 50 seconds to complete the training.
The line plot for loss and recall shows smooth lines for both oversampled training and validation data.

Neural Network with Balanced Data (by applying SMOTE) and Adam Optimizer¶

Sequential model with Adam using oversampled data¶

# Clear backend session
clear_session()

# Create model with Adam optimizer using oversampled training data
model_name_4 = 'NN with SMOTE & Adam'

model_4 = Sequential()
model_4.add(Dense(units = 4, activation = 'relu', input_dim = x_train_os.shape[1]))
model_4.add(Dense(units = 4, activation = 'relu'))
model_4.add(Dense(units = 4, activation = 'relu'))
model_4.add(Dense(units = 1, activation = 'sigmoid'))

model_4.compile(loss = 'binary_crossentropy', optimizer = Adam(0.001), metrics = ['recall'])

model_4.summary()

%%time

# Fit the model
history_4 = model_4.fit(
  x_train_os, y_train_os,
  batch_size = 200,
  validation_data = (x_val, y_val),
  epochs = 2000,
  verbose = 1
)

# Predicting the oversampled training results using 0.5 as the threshold
y_train_pred_4 = (model_4.predict(x_train_os) > 0.5)

# Predicting the validation results using 0.5 as the threshold
y_val_pred_4 = (model_4.predict(x_val) > 0.5)

# Populate the testing variable using 0.5 as the threshold (will be used later in model comparison)
y_test_pred_4 = (model_4.predict(x_test) > 0.5)

Observations on Sequential model with Adam using oversampled data¶

# Display the training loss and validation loss
show_lineplot(data_train = history_4.history['loss'], data_val = history_4.history['val_loss'], feature_name = 'Loss', labels = ['Training', 'Validation'])

# Display the training recall and validation recall
show_lineplot(data_train = history_4.history['recall'], data_val = history_4.history['val_recall'], feature_name = 'Recall', labels = ['Training', 'Validation'])

# Display the classification report for oversampled training and validation data
show_classification_report(model_name = model_name_4, target_train = y_train_os, predictors_train = y_train_pred_4, target_val = y_val, predictors_val = y_val_pred_4)

# Display the confision matrix using oversampled training data
show_confusion_matrix(predictors = y_train_pred_4, target = y_train_os, title = '(Training)')

# Display the confision matrix using validation data
show_confusion_matrix(predictors = y_val_pred_4, target = y_val, title = '(Validation)')

Observations:

Sequential model shows a 78.80% recall score on oversampled training data and a 71.57% recall score on validation data using the following parameters:
- Optimizer = Adam
- Metrics = Recall
- Learning rate = 0.001
- loss = binary_crossentropy
- Number of layers (Dense) = 4
- Total parameters = 93
- Batch size = 200
- Epoch = 2,000
It took the model approximately 3 minutes and 46 seconds to complete the training.
The line plot for loss and recall shows smooth lines for oversampled training data. However, the line plot for loss and recall is showing some noise for the validation data.

Neural Network with Balanced Data (by applying SMOTE), Adam Optimizer, and Dropout¶

Sequential model with Adam and Dropout using oversampled data¶

# Clear backend session
clear_session()

# Create model with Adam optimizer and Dropout using oversampled training data
model_name_5 = 'NN with SMOTE, Adam & Dropout'

model_5 = Sequential()
model_5.add(Dense(units = 8, activation = 'relu', input_dim = x_train_os.shape[1]))
model_5.add(Dropout(rate = 0.4))
model_5.add(Dense(units = 8, activation = 'relu'))
model_5.add(Dropout(rate = 0.1))
model_5.add(Dense(units = 8, activation = 'relu'))
model_5.add(Dense(units = 1, activation = 'sigmoid'))

model_5.compile(loss = 'binary_crossentropy', optimizer = Adam(0.001), metrics = ['recall'])

model_5.summary()

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 dense (Dense)               (None, 8)                 96        
                                                                 
 dropout (Dropout)           (None, 8)                 0         
                                                                 
 dense_1 (Dense)             (None, 8)                 72        
                                                                 
 dropout_1 (Dropout)         (None, 8)                 0         
                                                                 
 dense_2 (Dense)             (None, 8)                 72        
                                                                 
 dense_3 (Dense)             (None, 1)                 9         
                                                                 
=================================================================
Total params: 249
Trainable params: 249
Non-trainable params: 0
_________________________________________________________________

%%time

# Fit the model
history_5 = model_5.fit(
  x = x_train_os,
  y = y_train_os,
  batch_size = 200,
  validation_data = (x_val, y_val),
  epochs = 2000,
  verbose = 1
)

Epoch 1/2000
48/48 [==============================] - 1s 7ms/step - loss: 0.7051 - recall: 0.7216 - val_loss: 0.6950 - val_recall: 0.7010
Epoch 2/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.6786 - recall: 0.5136 - val_loss: 0.6518 - val_recall: 0.5294
Epoch 3/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.6687 - recall: 0.4887 - val_loss: 0.6386 - val_recall: 0.5907
Epoch 4/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.6592 - recall: 0.5216 - val_loss: 0.6292 - val_recall: 0.6422
Epoch 5/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.6425 - recall: 0.5837 - val_loss: 0.6073 - val_recall: 0.6593
Epoch 6/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.6313 - recall: 0.6488 - val_loss: 0.5868 - val_recall: 0.6642
Epoch 7/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.6167 - recall: 0.6628 - val_loss: 0.5826 - val_recall: 0.6789
Epoch 8/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5995 - recall: 0.6898 - val_loss: 0.5617 - val_recall: 0.6716
Epoch 9/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5978 - recall: 0.6938 - val_loss: 0.5676 - val_recall: 0.6887
Epoch 10/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5919 - recall: 0.6988 - val_loss: 0.5613 - val_recall: 0.6789
Epoch 11/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5885 - recall: 0.7124 - val_loss: 0.5561 - val_recall: 0.6887
Epoch 12/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5873 - recall: 0.7260 - val_loss: 0.5592 - val_recall: 0.6936
Epoch 13/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5852 - recall: 0.7110 - val_loss: 0.5546 - val_recall: 0.6863
Epoch 14/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5805 - recall: 0.7216 - val_loss: 0.5610 - val_recall: 0.7083
Epoch 15/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5735 - recall: 0.7369 - val_loss: 0.5497 - val_recall: 0.6936
Epoch 16/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5726 - recall: 0.7271 - val_loss: 0.5542 - val_recall: 0.6985
Epoch 17/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5718 - recall: 0.7332 - val_loss: 0.5529 - val_recall: 0.6961
Epoch 18/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5676 - recall: 0.7281 - val_loss: 0.5518 - val_recall: 0.6936
Epoch 19/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5655 - recall: 0.7290 - val_loss: 0.5570 - val_recall: 0.7034
Epoch 20/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5637 - recall: 0.7430 - val_loss: 0.5470 - val_recall: 0.6936
Epoch 21/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5654 - recall: 0.7271 - val_loss: 0.5447 - val_recall: 0.6936
Epoch 22/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5613 - recall: 0.7279 - val_loss: 0.5444 - val_recall: 0.6936
Epoch 23/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5670 - recall: 0.7290 - val_loss: 0.5526 - val_recall: 0.6985
Epoch 24/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5633 - recall: 0.7359 - val_loss: 0.5519 - val_recall: 0.6985
Epoch 25/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5606 - recall: 0.7371 - val_loss: 0.5522 - val_recall: 0.6985
Epoch 26/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5587 - recall: 0.7359 - val_loss: 0.5443 - val_recall: 0.6863
Epoch 27/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5628 - recall: 0.7221 - val_loss: 0.5510 - val_recall: 0.6887
Epoch 28/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5550 - recall: 0.7338 - val_loss: 0.5534 - val_recall: 0.6936
Epoch 29/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5597 - recall: 0.7262 - val_loss: 0.5458 - val_recall: 0.6936
Epoch 30/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5527 - recall: 0.7285 - val_loss: 0.5463 - val_recall: 0.6961
Epoch 31/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5551 - recall: 0.7323 - val_loss: 0.5468 - val_recall: 0.6936
Epoch 32/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5556 - recall: 0.7298 - val_loss: 0.5541 - val_recall: 0.6961
Epoch 33/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5495 - recall: 0.7290 - val_loss: 0.5529 - val_recall: 0.6985
Epoch 34/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5512 - recall: 0.7329 - val_loss: 0.5457 - val_recall: 0.6936
Epoch 35/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5500 - recall: 0.7311 - val_loss: 0.5490 - val_recall: 0.6961
Epoch 36/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5504 - recall: 0.7262 - val_loss: 0.5481 - val_recall: 0.6887
Epoch 37/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5480 - recall: 0.7352 - val_loss: 0.5426 - val_recall: 0.6863
Epoch 38/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5445 - recall: 0.7313 - val_loss: 0.5444 - val_recall: 0.6887
Epoch 39/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5478 - recall: 0.7308 - val_loss: 0.5456 - val_recall: 0.6961
Epoch 40/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5447 - recall: 0.7288 - val_loss: 0.5514 - val_recall: 0.6985
Epoch 41/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5462 - recall: 0.7288 - val_loss: 0.5465 - val_recall: 0.6961
Epoch 42/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5443 - recall: 0.7357 - val_loss: 0.5401 - val_recall: 0.6936
Epoch 43/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5478 - recall: 0.7329 - val_loss: 0.5465 - val_recall: 0.6961
Epoch 44/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5415 - recall: 0.7398 - val_loss: 0.5405 - val_recall: 0.6961
Epoch 45/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5415 - recall: 0.7380 - val_loss: 0.5476 - val_recall: 0.6985
Epoch 46/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5424 - recall: 0.7373 - val_loss: 0.5453 - val_recall: 0.6961
Epoch 47/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5398 - recall: 0.7367 - val_loss: 0.5412 - val_recall: 0.6936
Epoch 48/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5378 - recall: 0.7342 - val_loss: 0.5490 - val_recall: 0.7010
Epoch 49/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5377 - recall: 0.7457 - val_loss: 0.5416 - val_recall: 0.6961
Epoch 50/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5331 - recall: 0.7409 - val_loss: 0.5516 - val_recall: 0.7157
Epoch 51/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5345 - recall: 0.7426 - val_loss: 0.5393 - val_recall: 0.6961
Epoch 52/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5392 - recall: 0.7436 - val_loss: 0.5382 - val_recall: 0.7034
Epoch 53/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5366 - recall: 0.7436 - val_loss: 0.5431 - val_recall: 0.7181
Epoch 54/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5360 - recall: 0.7539 - val_loss: 0.5454 - val_recall: 0.7255
Epoch 55/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5355 - recall: 0.7463 - val_loss: 0.5349 - val_recall: 0.7108
Epoch 56/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5342 - recall: 0.7403 - val_loss: 0.5439 - val_recall: 0.7230
Epoch 57/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5346 - recall: 0.7568 - val_loss: 0.5229 - val_recall: 0.7059
Epoch 58/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5365 - recall: 0.7415 - val_loss: 0.5390 - val_recall: 0.7230
Epoch 59/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5320 - recall: 0.7545 - val_loss: 0.5392 - val_recall: 0.7279
Epoch 60/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5349 - recall: 0.7526 - val_loss: 0.5338 - val_recall: 0.7181
Epoch 61/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5317 - recall: 0.7520 - val_loss: 0.5352 - val_recall: 0.7230
Epoch 62/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.5343 - recall: 0.7459 - val_loss: 0.5301 - val_recall: 0.7181
Epoch 63/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5321 - recall: 0.7530 - val_loss: 0.5345 - val_recall: 0.7181
Epoch 64/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5302 - recall: 0.7532 - val_loss: 0.5371 - val_recall: 0.7206
Epoch 65/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5285 - recall: 0.7547 - val_loss: 0.5348 - val_recall: 0.7255
Epoch 66/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5308 - recall: 0.7524 - val_loss: 0.5407 - val_recall: 0.7304
Epoch 67/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5280 - recall: 0.7589 - val_loss: 0.5306 - val_recall: 0.7279
Epoch 68/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5261 - recall: 0.7535 - val_loss: 0.5267 - val_recall: 0.7230
Epoch 69/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5298 - recall: 0.7549 - val_loss: 0.5235 - val_recall: 0.7206
Epoch 70/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.5250 - recall: 0.7578 - val_loss: 0.5268 - val_recall: 0.7304
Epoch 71/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5251 - recall: 0.7597 - val_loss: 0.5305 - val_recall: 0.7353
Epoch 72/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5249 - recall: 0.7637 - val_loss: 0.5285 - val_recall: 0.7328
Epoch 73/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5244 - recall: 0.7622 - val_loss: 0.5301 - val_recall: 0.7426
Epoch 74/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5228 - recall: 0.7648 - val_loss: 0.5244 - val_recall: 0.7451
Epoch 75/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5216 - recall: 0.7687 - val_loss: 0.5267 - val_recall: 0.7451
Epoch 76/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5233 - recall: 0.7658 - val_loss: 0.5147 - val_recall: 0.7353
Epoch 77/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5210 - recall: 0.7610 - val_loss: 0.5227 - val_recall: 0.7451
Epoch 78/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5237 - recall: 0.7606 - val_loss: 0.5240 - val_recall: 0.7500
Epoch 79/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5133 - recall: 0.7773 - val_loss: 0.5264 - val_recall: 0.7574
Epoch 80/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5221 - recall: 0.7664 - val_loss: 0.5257 - val_recall: 0.7623
Epoch 81/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5166 - recall: 0.7702 - val_loss: 0.5148 - val_recall: 0.7525
Epoch 82/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5158 - recall: 0.7683 - val_loss: 0.5116 - val_recall: 0.7549
Epoch 83/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5147 - recall: 0.7725 - val_loss: 0.5243 - val_recall: 0.7623
Epoch 84/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5124 - recall: 0.7683 - val_loss: 0.5189 - val_recall: 0.7623
Epoch 85/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5179 - recall: 0.7666 - val_loss: 0.5205 - val_recall: 0.7672
Epoch 86/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5117 - recall: 0.7752 - val_loss: 0.5166 - val_recall: 0.7721
Epoch 87/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5171 - recall: 0.7712 - val_loss: 0.5052 - val_recall: 0.7647
Epoch 88/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5086 - recall: 0.7717 - val_loss: 0.5077 - val_recall: 0.7623
Epoch 89/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5101 - recall: 0.7788 - val_loss: 0.5070 - val_recall: 0.7623
Epoch 90/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5096 - recall: 0.7781 - val_loss: 0.5131 - val_recall: 0.7696
Epoch 91/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5077 - recall: 0.7817 - val_loss: 0.5063 - val_recall: 0.7623
Epoch 92/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5039 - recall: 0.7767 - val_loss: 0.5179 - val_recall: 0.7696
Epoch 93/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5097 - recall: 0.7698 - val_loss: 0.5096 - val_recall: 0.7574
Epoch 94/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5069 - recall: 0.7786 - val_loss: 0.5042 - val_recall: 0.7574
Epoch 95/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5096 - recall: 0.7704 - val_loss: 0.5082 - val_recall: 0.7623
Epoch 96/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5056 - recall: 0.7727 - val_loss: 0.5164 - val_recall: 0.7696
Epoch 97/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5046 - recall: 0.7779 - val_loss: 0.5077 - val_recall: 0.7647
Epoch 98/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5025 - recall: 0.7788 - val_loss: 0.4975 - val_recall: 0.7525
Epoch 99/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5020 - recall: 0.7775 - val_loss: 0.5013 - val_recall: 0.7574
Epoch 100/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5032 - recall: 0.7742 - val_loss: 0.5058 - val_recall: 0.7647
Epoch 101/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5028 - recall: 0.7748 - val_loss: 0.5065 - val_recall: 0.7623
Epoch 102/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5009 - recall: 0.7767 - val_loss: 0.5172 - val_recall: 0.7770
Epoch 103/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5058 - recall: 0.7767 - val_loss: 0.5006 - val_recall: 0.7696
Epoch 104/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5015 - recall: 0.7805 - val_loss: 0.4978 - val_recall: 0.7647
Epoch 105/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5039 - recall: 0.7729 - val_loss: 0.5046 - val_recall: 0.7721
Epoch 106/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5039 - recall: 0.7798 - val_loss: 0.5029 - val_recall: 0.7696
Epoch 107/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4997 - recall: 0.7828 - val_loss: 0.4990 - val_recall: 0.7696
Epoch 108/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5003 - recall: 0.7857 - val_loss: 0.4994 - val_recall: 0.7623
Epoch 109/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5037 - recall: 0.7763 - val_loss: 0.5079 - val_recall: 0.7794
Epoch 110/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5031 - recall: 0.7742 - val_loss: 0.5008 - val_recall: 0.7696
Epoch 111/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5008 - recall: 0.7664 - val_loss: 0.5036 - val_recall: 0.7745
Epoch 112/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5017 - recall: 0.7825 - val_loss: 0.5085 - val_recall: 0.7794
Epoch 113/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5013 - recall: 0.7938 - val_loss: 0.4929 - val_recall: 0.7647
Epoch 114/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5005 - recall: 0.7748 - val_loss: 0.4977 - val_recall: 0.7696
Epoch 115/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5010 - recall: 0.7777 - val_loss: 0.5047 - val_recall: 0.7794
Epoch 116/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4970 - recall: 0.7897 - val_loss: 0.5017 - val_recall: 0.7745
Epoch 117/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5023 - recall: 0.7821 - val_loss: 0.4994 - val_recall: 0.7696
Epoch 118/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5029 - recall: 0.7756 - val_loss: 0.5054 - val_recall: 0.7843
Epoch 119/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5010 - recall: 0.7765 - val_loss: 0.4928 - val_recall: 0.7721
Epoch 120/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4977 - recall: 0.7867 - val_loss: 0.4847 - val_recall: 0.7623
Epoch 121/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5034 - recall: 0.7689 - val_loss: 0.5079 - val_recall: 0.7819
Epoch 122/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5035 - recall: 0.7689 - val_loss: 0.5100 - val_recall: 0.7868
Epoch 123/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5000 - recall: 0.7781 - val_loss: 0.4964 - val_recall: 0.7721
Epoch 124/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5001 - recall: 0.7792 - val_loss: 0.4912 - val_recall: 0.7696
Epoch 125/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4976 - recall: 0.7710 - val_loss: 0.5072 - val_recall: 0.7819
Epoch 126/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4983 - recall: 0.7771 - val_loss: 0.4962 - val_recall: 0.7770
Epoch 127/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7775 - val_loss: 0.4975 - val_recall: 0.7794
Epoch 128/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4975 - recall: 0.7794 - val_loss: 0.4868 - val_recall: 0.7672
Epoch 129/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4965 - recall: 0.7807 - val_loss: 0.4823 - val_recall: 0.7574
Epoch 130/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4964 - recall: 0.7800 - val_loss: 0.4971 - val_recall: 0.7794
Epoch 131/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5019 - recall: 0.7704 - val_loss: 0.4936 - val_recall: 0.7721
Epoch 132/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4975 - recall: 0.7777 - val_loss: 0.4901 - val_recall: 0.7770
Epoch 133/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4997 - recall: 0.7673 - val_loss: 0.5046 - val_recall: 0.7794
Epoch 134/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5027 - recall: 0.7765 - val_loss: 0.4915 - val_recall: 0.7770
Epoch 135/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4986 - recall: 0.7792 - val_loss: 0.4853 - val_recall: 0.7696
Epoch 136/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4993 - recall: 0.7712 - val_loss: 0.4865 - val_recall: 0.7721
Epoch 137/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4958 - recall: 0.7781 - val_loss: 0.4906 - val_recall: 0.7819
Epoch 138/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7746 - val_loss: 0.4885 - val_recall: 0.7794
Epoch 139/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7664 - val_loss: 0.5059 - val_recall: 0.7917
Epoch 140/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7763 - val_loss: 0.4916 - val_recall: 0.7794
Epoch 141/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5002 - recall: 0.7746 - val_loss: 0.4904 - val_recall: 0.7745
Epoch 142/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5023 - recall: 0.7740 - val_loss: 0.4864 - val_recall: 0.7696
Epoch 143/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7677 - val_loss: 0.4864 - val_recall: 0.7770
Epoch 144/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7758 - val_loss: 0.4874 - val_recall: 0.7721
Epoch 145/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4967 - recall: 0.7792 - val_loss: 0.4969 - val_recall: 0.7819
Epoch 146/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7811 - val_loss: 0.4887 - val_recall: 0.7745
Epoch 147/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5016 - recall: 0.7656 - val_loss: 0.4949 - val_recall: 0.7819
Epoch 148/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4997 - recall: 0.7750 - val_loss: 0.4929 - val_recall: 0.7868
Epoch 149/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7744 - val_loss: 0.4965 - val_recall: 0.7843
Epoch 150/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5000 - recall: 0.7763 - val_loss: 0.4933 - val_recall: 0.7794
Epoch 151/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4977 - recall: 0.7779 - val_loss: 0.5016 - val_recall: 0.7843
Epoch 152/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4965 - recall: 0.7750 - val_loss: 0.4896 - val_recall: 0.7745
Epoch 153/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4961 - recall: 0.7777 - val_loss: 0.4959 - val_recall: 0.7819
Epoch 154/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4978 - recall: 0.7727 - val_loss: 0.4841 - val_recall: 0.7770
Epoch 155/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5022 - recall: 0.7683 - val_loss: 0.4943 - val_recall: 0.7794
Epoch 156/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7740 - val_loss: 0.4962 - val_recall: 0.7794
Epoch 157/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5003 - recall: 0.7717 - val_loss: 0.4943 - val_recall: 0.7819
Epoch 158/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4995 - recall: 0.7748 - val_loss: 0.4996 - val_recall: 0.7819
Epoch 159/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4986 - recall: 0.7802 - val_loss: 0.4917 - val_recall: 0.7745
Epoch 160/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7692 - val_loss: 0.4941 - val_recall: 0.7794
Epoch 161/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4990 - recall: 0.7767 - val_loss: 0.4996 - val_recall: 0.7868
Epoch 162/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4973 - recall: 0.7710 - val_loss: 0.4892 - val_recall: 0.7794
Epoch 163/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7742 - val_loss: 0.5015 - val_recall: 0.7868
Epoch 164/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7811 - val_loss: 0.4976 - val_recall: 0.7868
Epoch 165/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7740 - val_loss: 0.4879 - val_recall: 0.7794
Epoch 166/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7687 - val_loss: 0.4929 - val_recall: 0.7843
Epoch 167/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5006 - recall: 0.7796 - val_loss: 0.4864 - val_recall: 0.7770
Epoch 168/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7727 - val_loss: 0.4918 - val_recall: 0.7819
Epoch 169/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4964 - recall: 0.7698 - val_loss: 0.4904 - val_recall: 0.7819
Epoch 170/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7794 - val_loss: 0.4876 - val_recall: 0.7819
Epoch 171/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4946 - recall: 0.7761 - val_loss: 0.4960 - val_recall: 0.7868
Epoch 172/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7805 - val_loss: 0.4897 - val_recall: 0.7819
Epoch 173/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7811 - val_loss: 0.4827 - val_recall: 0.7794
Epoch 174/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7781 - val_loss: 0.5010 - val_recall: 0.7892
Epoch 175/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7740 - val_loss: 0.4848 - val_recall: 0.7794
Epoch 176/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4993 - recall: 0.7733 - val_loss: 0.4847 - val_recall: 0.7819
Epoch 177/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5004 - recall: 0.7733 - val_loss: 0.4787 - val_recall: 0.7721
Epoch 178/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4995 - recall: 0.7666 - val_loss: 0.4866 - val_recall: 0.7843
Epoch 179/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7800 - val_loss: 0.4845 - val_recall: 0.7770
Epoch 180/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4992 - recall: 0.7683 - val_loss: 0.5107 - val_recall: 0.7892
Epoch 181/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4968 - recall: 0.7717 - val_loss: 0.4920 - val_recall: 0.7843
Epoch 182/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7792 - val_loss: 0.4861 - val_recall: 0.7843
Epoch 183/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7750 - val_loss: 0.4914 - val_recall: 0.7868
Epoch 184/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4963 - recall: 0.7792 - val_loss: 0.4896 - val_recall: 0.7868
Epoch 185/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7765 - val_loss: 0.4816 - val_recall: 0.7819
Epoch 186/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7746 - val_loss: 0.4868 - val_recall: 0.7843
Epoch 187/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4977 - recall: 0.7771 - val_loss: 0.4994 - val_recall: 0.7892
Epoch 188/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4966 - recall: 0.7794 - val_loss: 0.4921 - val_recall: 0.7917
Epoch 189/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4977 - recall: 0.7771 - val_loss: 0.4885 - val_recall: 0.7868
Epoch 190/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4968 - recall: 0.7781 - val_loss: 0.4924 - val_recall: 0.7892
Epoch 191/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4964 - recall: 0.7828 - val_loss: 0.4829 - val_recall: 0.7819
Epoch 192/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7800 - val_loss: 0.4796 - val_recall: 0.7868
Epoch 193/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7738 - val_loss: 0.4907 - val_recall: 0.7892
Epoch 194/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7744 - val_loss: 0.4922 - val_recall: 0.7892
Epoch 195/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7848 - val_loss: 0.4906 - val_recall: 0.7892
Epoch 196/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7758 - val_loss: 0.4924 - val_recall: 0.7843
Epoch 197/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7798 - val_loss: 0.4900 - val_recall: 0.7868
Epoch 198/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4975 - recall: 0.7721 - val_loss: 0.4950 - val_recall: 0.7892
Epoch 199/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7836 - val_loss: 0.4868 - val_recall: 0.7843
Epoch 200/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4963 - recall: 0.7731 - val_loss: 0.4923 - val_recall: 0.7868
Epoch 201/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4983 - recall: 0.7754 - val_loss: 0.4868 - val_recall: 0.7819
Epoch 202/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7765 - val_loss: 0.4839 - val_recall: 0.7819
Epoch 203/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7742 - val_loss: 0.4994 - val_recall: 0.7892
Epoch 204/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7786 - val_loss: 0.4908 - val_recall: 0.7794
Epoch 205/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7777 - val_loss: 0.4850 - val_recall: 0.7819
Epoch 206/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4959 - recall: 0.7771 - val_loss: 0.4850 - val_recall: 0.7843
Epoch 207/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4962 - recall: 0.7704 - val_loss: 0.4971 - val_recall: 0.7892
Epoch 208/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7805 - val_loss: 0.4842 - val_recall: 0.7819
Epoch 209/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4952 - recall: 0.7805 - val_loss: 0.4764 - val_recall: 0.7794
Epoch 210/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7769 - val_loss: 0.4950 - val_recall: 0.7868
Epoch 211/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4976 - recall: 0.7773 - val_loss: 0.4908 - val_recall: 0.7868
Epoch 212/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7746 - val_loss: 0.4827 - val_recall: 0.7843
Epoch 213/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7704 - val_loss: 0.4918 - val_recall: 0.7843
Epoch 214/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7761 - val_loss: 0.4930 - val_recall: 0.7868
Epoch 215/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4978 - recall: 0.7775 - val_loss: 0.4891 - val_recall: 0.7868
Epoch 216/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7775 - val_loss: 0.4931 - val_recall: 0.7892
Epoch 217/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4953 - recall: 0.7773 - val_loss: 0.4872 - val_recall: 0.7819
Epoch 218/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4983 - recall: 0.7748 - val_loss: 0.4883 - val_recall: 0.7843
Epoch 219/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7807 - val_loss: 0.4927 - val_recall: 0.7892
Epoch 220/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7821 - val_loss: 0.4823 - val_recall: 0.7843
Epoch 221/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7767 - val_loss: 0.4900 - val_recall: 0.7868
Epoch 222/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7853 - val_loss: 0.4803 - val_recall: 0.7868
Epoch 223/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7796 - val_loss: 0.4813 - val_recall: 0.7892
Epoch 224/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7802 - val_loss: 0.4950 - val_recall: 0.7941
Epoch 225/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7819 - val_loss: 0.4892 - val_recall: 0.7917
Epoch 226/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7805 - val_loss: 0.4916 - val_recall: 0.7941
Epoch 227/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7773 - val_loss: 0.4987 - val_recall: 0.7941
Epoch 228/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7758 - val_loss: 0.4846 - val_recall: 0.7868
Epoch 229/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7817 - val_loss: 0.4924 - val_recall: 0.7917
Epoch 230/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7884 - val_loss: 0.4894 - val_recall: 0.7892
Epoch 231/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7767 - val_loss: 0.4939 - val_recall: 0.7966
Epoch 232/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7838 - val_loss: 0.4924 - val_recall: 0.7892
Epoch 233/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7758 - val_loss: 0.4905 - val_recall: 0.7868
Epoch 234/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7779 - val_loss: 0.4840 - val_recall: 0.7917
Epoch 235/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4999 - recall: 0.7748 - val_loss: 0.4928 - val_recall: 0.7941
Epoch 236/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7802 - val_loss: 0.4949 - val_recall: 0.7966
Epoch 237/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7798 - val_loss: 0.4886 - val_recall: 0.7917
Epoch 238/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4946 - recall: 0.7750 - val_loss: 0.4876 - val_recall: 0.7868
Epoch 239/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7861 - val_loss: 0.4813 - val_recall: 0.7917
Epoch 240/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7802 - val_loss: 0.4885 - val_recall: 0.7917
Epoch 241/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7821 - val_loss: 0.4827 - val_recall: 0.7892
Epoch 242/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7790 - val_loss: 0.5004 - val_recall: 0.7990
Epoch 243/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7727 - val_loss: 0.4927 - val_recall: 0.7917
Epoch 244/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7821 - val_loss: 0.4835 - val_recall: 0.7843
Epoch 245/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4962 - recall: 0.7781 - val_loss: 0.4932 - val_recall: 0.7892
Epoch 246/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7819 - val_loss: 0.5011 - val_recall: 0.7941
Epoch 247/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7844 - val_loss: 0.4913 - val_recall: 0.7868
Epoch 248/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7765 - val_loss: 0.4874 - val_recall: 0.7868
Epoch 249/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7865 - val_loss: 0.4900 - val_recall: 0.7868
Epoch 250/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7765 - val_loss: 0.4912 - val_recall: 0.7941
Epoch 251/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4966 - recall: 0.7836 - val_loss: 0.4863 - val_recall: 0.7892
Epoch 252/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7821 - val_loss: 0.4908 - val_recall: 0.7941
Epoch 253/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7842 - val_loss: 0.4911 - val_recall: 0.7941
Epoch 254/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7781 - val_loss: 0.4963 - val_recall: 0.7966
Epoch 255/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7838 - val_loss: 0.4863 - val_recall: 0.7892
Epoch 256/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7821 - val_loss: 0.4945 - val_recall: 0.7941
Epoch 257/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7779 - val_loss: 0.5147 - val_recall: 0.8064
Epoch 258/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7809 - val_loss: 0.4928 - val_recall: 0.7990
Epoch 259/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7775 - val_loss: 0.4930 - val_recall: 0.7868
Epoch 260/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4968 - recall: 0.7733 - val_loss: 0.4869 - val_recall: 0.7892
Epoch 261/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7809 - val_loss: 0.4795 - val_recall: 0.7868
Epoch 262/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4978 - recall: 0.7754 - val_loss: 0.4953 - val_recall: 0.7941
Epoch 263/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7802 - val_loss: 0.4857 - val_recall: 0.7966
Epoch 264/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5003 - recall: 0.7802 - val_loss: 0.4911 - val_recall: 0.7990
Epoch 265/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7805 - val_loss: 0.4838 - val_recall: 0.7966
Epoch 266/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7823 - val_loss: 0.4880 - val_recall: 0.7966
Epoch 267/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7853 - val_loss: 0.4920 - val_recall: 0.7966
Epoch 268/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7792 - val_loss: 0.4904 - val_recall: 0.7917
Epoch 269/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7805 - val_loss: 0.4954 - val_recall: 0.8015
Epoch 270/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4974 - recall: 0.7817 - val_loss: 0.5008 - val_recall: 0.7966
Epoch 271/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7823 - val_loss: 0.4858 - val_recall: 0.7917
Epoch 272/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4981 - recall: 0.7733 - val_loss: 0.4881 - val_recall: 0.7917
Epoch 273/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4976 - recall: 0.7834 - val_loss: 0.4984 - val_recall: 0.7990
Epoch 274/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7809 - val_loss: 0.4914 - val_recall: 0.7966
Epoch 275/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4975 - recall: 0.7771 - val_loss: 0.4983 - val_recall: 0.7941
Epoch 276/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4967 - recall: 0.7771 - val_loss: 0.5072 - val_recall: 0.7990
Epoch 277/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7867 - val_loss: 0.4824 - val_recall: 0.7892
Epoch 278/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7853 - val_loss: 0.4843 - val_recall: 0.7892
Epoch 279/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4937 - recall: 0.7777 - val_loss: 0.4957 - val_recall: 0.7917
Epoch 280/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7842 - val_loss: 0.4866 - val_recall: 0.7868
Epoch 281/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4965 - recall: 0.7800 - val_loss: 0.4908 - val_recall: 0.7917
Epoch 282/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7796 - val_loss: 0.4877 - val_recall: 0.7917
Epoch 283/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7754 - val_loss: 0.4919 - val_recall: 0.7966
Epoch 284/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4962 - recall: 0.7761 - val_loss: 0.4938 - val_recall: 0.7941
Epoch 285/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7836 - val_loss: 0.4882 - val_recall: 0.7941
Epoch 286/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7802 - val_loss: 0.4945 - val_recall: 0.8015
Epoch 287/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7863 - val_loss: 0.4834 - val_recall: 0.7941
Epoch 288/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7792 - val_loss: 0.4859 - val_recall: 0.7892
Epoch 289/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7821 - val_loss: 0.4923 - val_recall: 0.7941
Epoch 290/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5001 - recall: 0.7752 - val_loss: 0.4953 - val_recall: 0.7917
Epoch 291/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7842 - val_loss: 0.4928 - val_recall: 0.7941
Epoch 292/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7809 - val_loss: 0.4863 - val_recall: 0.7868
Epoch 293/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4967 - recall: 0.7779 - val_loss: 0.4961 - val_recall: 0.7966
Epoch 294/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7823 - val_loss: 0.4929 - val_recall: 0.7892
Epoch 295/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7788 - val_loss: 0.4939 - val_recall: 0.7966
Epoch 296/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7781 - val_loss: 0.4881 - val_recall: 0.7917
Epoch 297/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4965 - recall: 0.7811 - val_loss: 0.4948 - val_recall: 0.7990
Epoch 298/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7731 - val_loss: 0.4982 - val_recall: 0.7990
Epoch 299/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7773 - val_loss: 0.4917 - val_recall: 0.8015
Epoch 300/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7832 - val_loss: 0.4826 - val_recall: 0.7941
Epoch 301/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4977 - recall: 0.7727 - val_loss: 0.4927 - val_recall: 0.7990
Epoch 302/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7779 - val_loss: 0.5033 - val_recall: 0.8064
Epoch 303/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7832 - val_loss: 0.4823 - val_recall: 0.7917
Epoch 304/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4991 - recall: 0.7819 - val_loss: 0.4812 - val_recall: 0.7917
Epoch 305/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7823 - val_loss: 0.4910 - val_recall: 0.7966
Epoch 306/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7828 - val_loss: 0.4899 - val_recall: 0.7990
Epoch 307/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4940 - recall: 0.7840 - val_loss: 0.4859 - val_recall: 0.7990
Epoch 308/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7861 - val_loss: 0.4909 - val_recall: 0.7990
Epoch 309/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7865 - val_loss: 0.4931 - val_recall: 0.7966
Epoch 310/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4946 - recall: 0.7842 - val_loss: 0.4886 - val_recall: 0.7966
Epoch 311/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4963 - recall: 0.7733 - val_loss: 0.4936 - val_recall: 0.7892
Epoch 312/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7819 - val_loss: 0.4820 - val_recall: 0.7843
Epoch 313/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7832 - val_loss: 0.4796 - val_recall: 0.7917
Epoch 314/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4962 - recall: 0.7828 - val_loss: 0.4865 - val_recall: 0.7917
Epoch 315/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4964 - recall: 0.7838 - val_loss: 0.4929 - val_recall: 0.7990
Epoch 316/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4945 - recall: 0.7836 - val_loss: 0.4847 - val_recall: 0.7966
Epoch 317/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4910 - recall: 0.7857 - val_loss: 0.4862 - val_recall: 0.7966
Epoch 318/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4907 - recall: 0.7899 - val_loss: 0.4893 - val_recall: 0.7990
Epoch 319/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7830 - val_loss: 0.4945 - val_recall: 0.8039
Epoch 320/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4952 - recall: 0.7842 - val_loss: 0.4957 - val_recall: 0.8015
Epoch 321/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7823 - val_loss: 0.4890 - val_recall: 0.8039
Epoch 322/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7895 - val_loss: 0.4822 - val_recall: 0.8015
Epoch 323/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7842 - val_loss: 0.4825 - val_recall: 0.7941
Epoch 324/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7805 - val_loss: 0.4883 - val_recall: 0.7990
Epoch 325/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7853 - val_loss: 0.4777 - val_recall: 0.7819
Epoch 326/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.5003 - recall: 0.7756 - val_loss: 0.4922 - val_recall: 0.7966
Epoch 327/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7815 - val_loss: 0.4966 - val_recall: 0.8039
Epoch 328/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4965 - recall: 0.7800 - val_loss: 0.4906 - val_recall: 0.7941
Epoch 329/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4953 - recall: 0.7796 - val_loss: 0.4894 - val_recall: 0.8015
Epoch 330/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7798 - val_loss: 0.4890 - val_recall: 0.7966
Epoch 331/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7863 - val_loss: 0.4836 - val_recall: 0.7941
Epoch 332/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4972 - recall: 0.7775 - val_loss: 0.4961 - val_recall: 0.8015
Epoch 333/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7750 - val_loss: 0.4975 - val_recall: 0.8039
Epoch 334/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4959 - recall: 0.7779 - val_loss: 0.4907 - val_recall: 0.7990
Epoch 335/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7809 - val_loss: 0.4940 - val_recall: 0.8039
Epoch 336/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7729 - val_loss: 0.4973 - val_recall: 0.8015
Epoch 337/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7721 - val_loss: 0.4977 - val_recall: 0.8039
Epoch 338/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7903 - val_loss: 0.4857 - val_recall: 0.7892
Epoch 339/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7861 - val_loss: 0.4885 - val_recall: 0.7941
Epoch 340/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7834 - val_loss: 0.4815 - val_recall: 0.7892
Epoch 341/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7857 - val_loss: 0.4891 - val_recall: 0.7966
Epoch 342/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7865 - val_loss: 0.4904 - val_recall: 0.7990
Epoch 343/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4964 - recall: 0.7809 - val_loss: 0.4860 - val_recall: 0.8015
Epoch 344/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7909 - val_loss: 0.4805 - val_recall: 0.7941
Epoch 345/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7924 - val_loss: 0.4787 - val_recall: 0.7966
Epoch 346/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7817 - val_loss: 0.4940 - val_recall: 0.8039
Epoch 347/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7865 - val_loss: 0.4952 - val_recall: 0.7990
Epoch 348/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7899 - val_loss: 0.4867 - val_recall: 0.8015
Epoch 349/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4960 - recall: 0.7767 - val_loss: 0.4935 - val_recall: 0.8015
Epoch 350/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7907 - val_loss: 0.4919 - val_recall: 0.8039
Epoch 351/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7844 - val_loss: 0.4977 - val_recall: 0.8015
Epoch 352/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7794 - val_loss: 0.4825 - val_recall: 0.7917
Epoch 353/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7869 - val_loss: 0.4835 - val_recall: 0.7990
Epoch 354/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7823 - val_loss: 0.4827 - val_recall: 0.7941
Epoch 355/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7794 - val_loss: 0.4920 - val_recall: 0.8015
Epoch 356/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4959 - recall: 0.7761 - val_loss: 0.5049 - val_recall: 0.8113
Epoch 357/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7838 - val_loss: 0.4899 - val_recall: 0.8039
Epoch 358/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7842 - val_loss: 0.4856 - val_recall: 0.8039
Epoch 359/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7871 - val_loss: 0.4900 - val_recall: 0.8039
Epoch 360/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7821 - val_loss: 0.4827 - val_recall: 0.7966
Epoch 361/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7807 - val_loss: 0.4877 - val_recall: 0.7990
Epoch 362/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7892 - val_loss: 0.4834 - val_recall: 0.7966
Epoch 363/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7848 - val_loss: 0.4963 - val_recall: 0.8039
Epoch 364/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7802 - val_loss: 0.4872 - val_recall: 0.8015
Epoch 365/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7857 - val_loss: 0.4862 - val_recall: 0.8015
Epoch 366/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7805 - val_loss: 0.4805 - val_recall: 0.7990
Epoch 367/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7800 - val_loss: 0.4886 - val_recall: 0.8015
Epoch 368/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7880 - val_loss: 0.4824 - val_recall: 0.7990
Epoch 369/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7851 - val_loss: 0.4840 - val_recall: 0.8015
Epoch 370/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4995 - recall: 0.7733 - val_loss: 0.4867 - val_recall: 0.7941
Epoch 371/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7813 - val_loss: 0.4783 - val_recall: 0.7917
Epoch 372/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7832 - val_loss: 0.4864 - val_recall: 0.8064
Epoch 373/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4963 - recall: 0.7871 - val_loss: 0.4870 - val_recall: 0.8088
Epoch 374/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7905 - val_loss: 0.4859 - val_recall: 0.8064
Epoch 375/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7811 - val_loss: 0.4829 - val_recall: 0.8039
Epoch 376/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7882 - val_loss: 0.4859 - val_recall: 0.8039
Epoch 377/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7836 - val_loss: 0.4758 - val_recall: 0.7966
Epoch 378/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7784 - val_loss: 0.4748 - val_recall: 0.7990
Epoch 379/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7815 - val_loss: 0.4831 - val_recall: 0.8015
Epoch 380/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7892 - val_loss: 0.4811 - val_recall: 0.8015
Epoch 381/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7851 - val_loss: 0.4911 - val_recall: 0.8015
Epoch 382/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7832 - val_loss: 0.4801 - val_recall: 0.7966
Epoch 383/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7907 - val_loss: 0.4745 - val_recall: 0.8015
Epoch 384/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4887 - recall: 0.7842 - val_loss: 0.4802 - val_recall: 0.7990
Epoch 385/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7913 - val_loss: 0.4822 - val_recall: 0.8039
Epoch 386/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4940 - recall: 0.7815 - val_loss: 0.4887 - val_recall: 0.8064
Epoch 387/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4905 - recall: 0.7880 - val_loss: 0.4829 - val_recall: 0.8015
Epoch 388/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4964 - recall: 0.7876 - val_loss: 0.4906 - val_recall: 0.8113
Epoch 389/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4975 - recall: 0.7825 - val_loss: 0.4894 - val_recall: 0.8088
Epoch 390/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4946 - recall: 0.7836 - val_loss: 0.4896 - val_recall: 0.8015
Epoch 391/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7775 - val_loss: 0.4813 - val_recall: 0.7966
Epoch 392/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7823 - val_loss: 0.4856 - val_recall: 0.8113
Epoch 393/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7825 - val_loss: 0.4887 - val_recall: 0.8015
Epoch 394/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7830 - val_loss: 0.4934 - val_recall: 0.8162
Epoch 395/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7880 - val_loss: 0.4946 - val_recall: 0.8137
Epoch 396/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7848 - val_loss: 0.4848 - val_recall: 0.8015
Epoch 397/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7813 - val_loss: 0.4858 - val_recall: 0.8015
Epoch 398/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4946 - recall: 0.7710 - val_loss: 0.4916 - val_recall: 0.8088
Epoch 399/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7754 - val_loss: 0.4987 - val_recall: 0.8137
Epoch 400/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7796 - val_loss: 0.4913 - val_recall: 0.8039
Epoch 401/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7867 - val_loss: 0.4814 - val_recall: 0.8015
Epoch 402/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7817 - val_loss: 0.4746 - val_recall: 0.7892
Epoch 403/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7802 - val_loss: 0.4863 - val_recall: 0.7990
Epoch 404/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7880 - val_loss: 0.4818 - val_recall: 0.7941
Epoch 405/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7798 - val_loss: 0.4839 - val_recall: 0.7917
Epoch 406/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7846 - val_loss: 0.4835 - val_recall: 0.8015
Epoch 407/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7779 - val_loss: 0.4800 - val_recall: 0.7990
Epoch 408/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7838 - val_loss: 0.4840 - val_recall: 0.8113
Epoch 409/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7882 - val_loss: 0.4790 - val_recall: 0.7966
Epoch 410/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7828 - val_loss: 0.4900 - val_recall: 0.8064
Epoch 411/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7790 - val_loss: 0.4849 - val_recall: 0.8039
Epoch 412/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7869 - val_loss: 0.4966 - val_recall: 0.8162
Epoch 413/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7861 - val_loss: 0.4727 - val_recall: 0.7941
Epoch 414/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7809 - val_loss: 0.4882 - val_recall: 0.7966
Epoch 415/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7790 - val_loss: 0.4886 - val_recall: 0.8039
Epoch 416/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4951 - recall: 0.7840 - val_loss: 0.5031 - val_recall: 0.8113
Epoch 417/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7838 - val_loss: 0.4789 - val_recall: 0.7941
Epoch 418/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7773 - val_loss: 0.4885 - val_recall: 0.7966
Epoch 419/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7744 - val_loss: 0.4936 - val_recall: 0.8015
Epoch 420/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7851 - val_loss: 0.4894 - val_recall: 0.8088
Epoch 421/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7834 - val_loss: 0.4776 - val_recall: 0.7941
Epoch 422/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7836 - val_loss: 0.4940 - val_recall: 0.8064
Epoch 423/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7796 - val_loss: 0.4810 - val_recall: 0.7990
Epoch 424/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7851 - val_loss: 0.4833 - val_recall: 0.7966
Epoch 425/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4991 - recall: 0.7809 - val_loss: 0.4875 - val_recall: 0.8039
Epoch 426/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7838 - val_loss: 0.4836 - val_recall: 0.8015
Epoch 427/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7815 - val_loss: 0.4902 - val_recall: 0.8015
Epoch 428/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7809 - val_loss: 0.4878 - val_recall: 0.8088
Epoch 429/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7890 - val_loss: 0.4812 - val_recall: 0.7990
Epoch 430/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7930 - val_loss: 0.4821 - val_recall: 0.7941
Epoch 431/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7874 - val_loss: 0.4846 - val_recall: 0.8039
Epoch 432/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7830 - val_loss: 0.4884 - val_recall: 0.8015
Epoch 433/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7878 - val_loss: 0.4894 - val_recall: 0.8064
Epoch 434/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7763 - val_loss: 0.4887 - val_recall: 0.8088
Epoch 435/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7886 - val_loss: 0.4855 - val_recall: 0.8064
Epoch 436/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7800 - val_loss: 0.4807 - val_recall: 0.7966
Epoch 437/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7828 - val_loss: 0.4860 - val_recall: 0.7941
Epoch 438/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7838 - val_loss: 0.4894 - val_recall: 0.8064
Epoch 439/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7825 - val_loss: 0.4976 - val_recall: 0.8162
Epoch 440/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7890 - val_loss: 0.4930 - val_recall: 0.7990
Epoch 441/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7867 - val_loss: 0.4974 - val_recall: 0.8162
Epoch 442/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4968 - recall: 0.7800 - val_loss: 0.5016 - val_recall: 0.8137
Epoch 443/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7784 - val_loss: 0.4759 - val_recall: 0.8015
Epoch 444/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7909 - val_loss: 0.4808 - val_recall: 0.8039
Epoch 445/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7882 - val_loss: 0.4901 - val_recall: 0.8113
Epoch 446/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7871 - val_loss: 0.4906 - val_recall: 0.8088
Epoch 447/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7897 - val_loss: 0.4859 - val_recall: 0.8064
Epoch 448/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7901 - val_loss: 0.4866 - val_recall: 0.8113
Epoch 449/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7807 - val_loss: 0.4915 - val_recall: 0.8088
Epoch 450/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7819 - val_loss: 0.4949 - val_recall: 0.8088
Epoch 451/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7848 - val_loss: 0.4782 - val_recall: 0.8015
Epoch 452/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7813 - val_loss: 0.4927 - val_recall: 0.8015
Epoch 453/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7830 - val_loss: 0.5060 - val_recall: 0.8162
Epoch 454/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7909 - val_loss: 0.4847 - val_recall: 0.8064
Epoch 455/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7874 - val_loss: 0.4804 - val_recall: 0.7966
Epoch 456/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7848 - val_loss: 0.5055 - val_recall: 0.8137
Epoch 457/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7888 - val_loss: 0.4902 - val_recall: 0.8015
Epoch 458/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7819 - val_loss: 0.4930 - val_recall: 0.8064
Epoch 459/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7813 - val_loss: 0.4994 - val_recall: 0.8088
Epoch 460/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7882 - val_loss: 0.4899 - val_recall: 0.8064
Epoch 461/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7884 - val_loss: 0.4901 - val_recall: 0.8088
Epoch 462/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7853 - val_loss: 0.4881 - val_recall: 0.8064
Epoch 463/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7851 - val_loss: 0.4812 - val_recall: 0.8113
Epoch 464/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7890 - val_loss: 0.4795 - val_recall: 0.8088
Epoch 465/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7859 - val_loss: 0.4914 - val_recall: 0.8088
Epoch 466/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4926 - recall: 0.7830 - val_loss: 0.4923 - val_recall: 0.8039
Epoch 467/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7817 - val_loss: 0.4815 - val_recall: 0.8015
Epoch 468/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7859 - val_loss: 0.4913 - val_recall: 0.8113
Epoch 469/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7811 - val_loss: 0.4958 - val_recall: 0.8113
Epoch 470/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7895 - val_loss: 0.4893 - val_recall: 0.8064
Epoch 471/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7790 - val_loss: 0.4968 - val_recall: 0.8064
Epoch 472/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7928 - val_loss: 0.4887 - val_recall: 0.8039
Epoch 473/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4964 - recall: 0.7809 - val_loss: 0.4933 - val_recall: 0.8088
Epoch 474/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7830 - val_loss: 0.4824 - val_recall: 0.8039
Epoch 475/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7899 - val_loss: 0.4859 - val_recall: 0.8088
Epoch 476/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7928 - val_loss: 0.4887 - val_recall: 0.8015
Epoch 477/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7876 - val_loss: 0.4793 - val_recall: 0.8015
Epoch 478/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7807 - val_loss: 0.4995 - val_recall: 0.8088
Epoch 479/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7844 - val_loss: 0.4845 - val_recall: 0.7990
Epoch 480/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7857 - val_loss: 0.4847 - val_recall: 0.7990
Epoch 481/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7817 - val_loss: 0.4749 - val_recall: 0.7917
Epoch 482/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4946 - recall: 0.7855 - val_loss: 0.4828 - val_recall: 0.8039
Epoch 483/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7844 - val_loss: 0.4862 - val_recall: 0.8064
Epoch 484/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7859 - val_loss: 0.4939 - val_recall: 0.8088
Epoch 485/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7913 - val_loss: 0.4830 - val_recall: 0.8015
Epoch 486/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7846 - val_loss: 0.4861 - val_recall: 0.8113
Epoch 487/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7878 - val_loss: 0.4916 - val_recall: 0.8064
Epoch 488/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7794 - val_loss: 0.4936 - val_recall: 0.8039
Epoch 489/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7828 - val_loss: 0.4797 - val_recall: 0.8039
Epoch 490/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4995 - recall: 0.7771 - val_loss: 0.4863 - val_recall: 0.7990
Epoch 491/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7855 - val_loss: 0.4869 - val_recall: 0.8064
Epoch 492/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7840 - val_loss: 0.4837 - val_recall: 0.8088
Epoch 493/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7830 - val_loss: 0.4835 - val_recall: 0.8039
Epoch 494/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7817 - val_loss: 0.4912 - val_recall: 0.8088
Epoch 495/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7848 - val_loss: 0.4980 - val_recall: 0.8137
Epoch 496/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7895 - val_loss: 0.4818 - val_recall: 0.8113
Epoch 497/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7861 - val_loss: 0.4795 - val_recall: 0.8064
Epoch 498/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7792 - val_loss: 0.4882 - val_recall: 0.8113
Epoch 499/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4953 - recall: 0.7924 - val_loss: 0.4748 - val_recall: 0.8039
Epoch 500/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7832 - val_loss: 0.4905 - val_recall: 0.8113
Epoch 501/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7830 - val_loss: 0.4925 - val_recall: 0.8137
Epoch 502/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7840 - val_loss: 0.5029 - val_recall: 0.8162
Epoch 503/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7884 - val_loss: 0.4907 - val_recall: 0.8113
Epoch 504/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7832 - val_loss: 0.4877 - val_recall: 0.8064
Epoch 505/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7865 - val_loss: 0.4909 - val_recall: 0.8137
Epoch 506/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7911 - val_loss: 0.4850 - val_recall: 0.8088
Epoch 507/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7880 - val_loss: 0.4884 - val_recall: 0.8088
Epoch 508/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7821 - val_loss: 0.4842 - val_recall: 0.8064
Epoch 509/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4963 - recall: 0.7848 - val_loss: 0.4906 - val_recall: 0.8088
Epoch 510/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7857 - val_loss: 0.4904 - val_recall: 0.8039
Epoch 511/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7886 - val_loss: 0.4777 - val_recall: 0.8039
Epoch 512/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7798 - val_loss: 0.4907 - val_recall: 0.8015
Epoch 513/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7840 - val_loss: 0.4880 - val_recall: 0.8113
Epoch 514/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7857 - val_loss: 0.4766 - val_recall: 0.8039
Epoch 515/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7809 - val_loss: 0.4889 - val_recall: 0.8113
Epoch 516/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7821 - val_loss: 0.4844 - val_recall: 0.8113
Epoch 517/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7869 - val_loss: 0.4916 - val_recall: 0.8162
Epoch 518/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7848 - val_loss: 0.4982 - val_recall: 0.8137
Epoch 519/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7813 - val_loss: 0.4958 - val_recall: 0.8137
Epoch 520/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7897 - val_loss: 0.4973 - val_recall: 0.8186
Epoch 521/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4982 - recall: 0.7861 - val_loss: 0.4863 - val_recall: 0.8113
Epoch 522/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7865 - val_loss: 0.4908 - val_recall: 0.8137
Epoch 523/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7828 - val_loss: 0.4892 - val_recall: 0.8088
Epoch 524/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7884 - val_loss: 0.4858 - val_recall: 0.8113
Epoch 525/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4971 - recall: 0.7805 - val_loss: 0.4807 - val_recall: 0.8064
Epoch 526/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7821 - val_loss: 0.4890 - val_recall: 0.8064
Epoch 527/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4985 - recall: 0.7844 - val_loss: 0.4896 - val_recall: 0.8088
Epoch 528/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7907 - val_loss: 0.4908 - val_recall: 0.8113
Epoch 529/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7828 - val_loss: 0.4890 - val_recall: 0.8088
Epoch 530/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7859 - val_loss: 0.4870 - val_recall: 0.8088
Epoch 531/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7861 - val_loss: 0.4868 - val_recall: 0.8088
Epoch 532/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7857 - val_loss: 0.4921 - val_recall: 0.8088
Epoch 533/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7932 - val_loss: 0.4848 - val_recall: 0.8039
Epoch 534/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7911 - val_loss: 0.4845 - val_recall: 0.8039
Epoch 535/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7790 - val_loss: 0.4860 - val_recall: 0.7990
Epoch 536/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7876 - val_loss: 0.4770 - val_recall: 0.7990
Epoch 537/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7838 - val_loss: 0.4913 - val_recall: 0.7990
Epoch 538/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7855 - val_loss: 0.4826 - val_recall: 0.7941
Epoch 539/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7825 - val_loss: 0.4866 - val_recall: 0.8064
Epoch 540/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7857 - val_loss: 0.4879 - val_recall: 0.8015
Epoch 541/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4958 - recall: 0.7821 - val_loss: 0.4858 - val_recall: 0.8015
Epoch 542/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7809 - val_loss: 0.4839 - val_recall: 0.7990
Epoch 543/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4984 - recall: 0.7786 - val_loss: 0.4814 - val_recall: 0.8064
Epoch 544/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7878 - val_loss: 0.4910 - val_recall: 0.8088
Epoch 545/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7874 - val_loss: 0.4921 - val_recall: 0.8088
Epoch 546/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7867 - val_loss: 0.4843 - val_recall: 0.8064
Epoch 547/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7859 - val_loss: 0.4883 - val_recall: 0.8137
Epoch 548/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7901 - val_loss: 0.4965 - val_recall: 0.8064
Epoch 549/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7834 - val_loss: 0.4882 - val_recall: 0.8088
Epoch 550/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7882 - val_loss: 0.4852 - val_recall: 0.8064
Epoch 551/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7853 - val_loss: 0.4873 - val_recall: 0.8211
Epoch 552/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7880 - val_loss: 0.4870 - val_recall: 0.8137
Epoch 553/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7859 - val_loss: 0.4882 - val_recall: 0.8113
Epoch 554/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7842 - val_loss: 0.4836 - val_recall: 0.8039
Epoch 555/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7882 - val_loss: 0.4839 - val_recall: 0.8088
Epoch 556/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7846 - val_loss: 0.4853 - val_recall: 0.8064
Epoch 557/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7880 - val_loss: 0.4782 - val_recall: 0.8113
Epoch 558/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7846 - val_loss: 0.4934 - val_recall: 0.8137
Epoch 559/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7892 - val_loss: 0.4818 - val_recall: 0.8015
Epoch 560/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7836 - val_loss: 0.4885 - val_recall: 0.8064
Epoch 561/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7838 - val_loss: 0.4817 - val_recall: 0.8064
Epoch 562/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7842 - val_loss: 0.4862 - val_recall: 0.8064
Epoch 563/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7823 - val_loss: 0.4759 - val_recall: 0.8015
Epoch 564/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7830 - val_loss: 0.4942 - val_recall: 0.8113
Epoch 565/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7880 - val_loss: 0.4882 - val_recall: 0.8113
Epoch 566/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4990 - recall: 0.7796 - val_loss: 0.4821 - val_recall: 0.8039
Epoch 567/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7922 - val_loss: 0.4805 - val_recall: 0.7966
Epoch 568/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7842 - val_loss: 0.4924 - val_recall: 0.8088
Epoch 569/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7828 - val_loss: 0.4840 - val_recall: 0.8039
Epoch 570/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7851 - val_loss: 0.4907 - val_recall: 0.8015
Epoch 571/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7878 - val_loss: 0.4870 - val_recall: 0.8064
Epoch 572/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7861 - val_loss: 0.4927 - val_recall: 0.8137
Epoch 573/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7840 - val_loss: 0.4850 - val_recall: 0.8064
Epoch 574/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7874 - val_loss: 0.4913 - val_recall: 0.8113
Epoch 575/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7848 - val_loss: 0.4844 - val_recall: 0.8113
Epoch 576/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4902 - recall: 0.7823 - val_loss: 0.4921 - val_recall: 0.8064
Epoch 577/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7851 - val_loss: 0.4773 - val_recall: 0.8064
Epoch 578/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4973 - recall: 0.7761 - val_loss: 0.4900 - val_recall: 0.8064
Epoch 579/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7905 - val_loss: 0.4765 - val_recall: 0.8064
Epoch 580/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7819 - val_loss: 0.4926 - val_recall: 0.8137
Epoch 581/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7895 - val_loss: 0.4772 - val_recall: 0.8064
Epoch 582/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7874 - val_loss: 0.4808 - val_recall: 0.8064
Epoch 583/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7890 - val_loss: 0.4800 - val_recall: 0.8015
Epoch 584/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7842 - val_loss: 0.4907 - val_recall: 0.8064
Epoch 585/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7821 - val_loss: 0.4796 - val_recall: 0.7941
Epoch 586/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7844 - val_loss: 0.4890 - val_recall: 0.8015
Epoch 587/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7892 - val_loss: 0.4843 - val_recall: 0.8015
Epoch 588/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7861 - val_loss: 0.4799 - val_recall: 0.8015
Epoch 589/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7876 - val_loss: 0.4955 - val_recall: 0.8162
Epoch 590/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7859 - val_loss: 0.4767 - val_recall: 0.7941
Epoch 591/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7834 - val_loss: 0.4866 - val_recall: 0.8162
Epoch 592/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7909 - val_loss: 0.4941 - val_recall: 0.8088
Epoch 593/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7784 - val_loss: 0.4848 - val_recall: 0.7966
Epoch 594/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7794 - val_loss: 0.4793 - val_recall: 0.7917
Epoch 595/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7832 - val_loss: 0.4804 - val_recall: 0.7990
Epoch 596/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7844 - val_loss: 0.4869 - val_recall: 0.8088
Epoch 597/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4975 - recall: 0.7794 - val_loss: 0.4777 - val_recall: 0.7843
Epoch 598/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7863 - val_loss: 0.4806 - val_recall: 0.7966
Epoch 599/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7821 - val_loss: 0.4910 - val_recall: 0.7843
Epoch 600/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7796 - val_loss: 0.4927 - val_recall: 0.7966
Epoch 601/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7825 - val_loss: 0.4902 - val_recall: 0.7966
Epoch 602/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7836 - val_loss: 0.4833 - val_recall: 0.7990
Epoch 603/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4858 - recall: 0.7846 - val_loss: 0.4844 - val_recall: 0.8039
Epoch 604/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7798 - val_loss: 0.4853 - val_recall: 0.7990
Epoch 605/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7748 - val_loss: 0.4899 - val_recall: 0.7990
Epoch 606/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7838 - val_loss: 0.4847 - val_recall: 0.7941
Epoch 607/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7796 - val_loss: 0.4878 - val_recall: 0.7990
Epoch 608/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7761 - val_loss: 0.4933 - val_recall: 0.8039
Epoch 609/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7840 - val_loss: 0.4893 - val_recall: 0.8039
Epoch 610/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7888 - val_loss: 0.4829 - val_recall: 0.7966
Epoch 611/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7815 - val_loss: 0.4908 - val_recall: 0.7990
Epoch 612/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7807 - val_loss: 0.4805 - val_recall: 0.7966
Epoch 613/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7836 - val_loss: 0.4910 - val_recall: 0.7990
Epoch 614/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7876 - val_loss: 0.4855 - val_recall: 0.7990
Epoch 615/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7825 - val_loss: 0.4878 - val_recall: 0.7990
Epoch 616/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7867 - val_loss: 0.4905 - val_recall: 0.7966
Epoch 617/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7846 - val_loss: 0.4941 - val_recall: 0.8064
Epoch 618/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7846 - val_loss: 0.4808 - val_recall: 0.7990
Epoch 619/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7817 - val_loss: 0.4915 - val_recall: 0.8088
Epoch 620/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7842 - val_loss: 0.4895 - val_recall: 0.8064
Epoch 621/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7796 - val_loss: 0.4939 - val_recall: 0.8088
Epoch 622/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7846 - val_loss: 0.4874 - val_recall: 0.8088
Epoch 623/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7874 - val_loss: 0.4845 - val_recall: 0.7990
Epoch 624/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7819 - val_loss: 0.4845 - val_recall: 0.8015
Epoch 625/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7798 - val_loss: 0.4838 - val_recall: 0.8039
Epoch 626/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7817 - val_loss: 0.4871 - val_recall: 0.8039
Epoch 627/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7825 - val_loss: 0.4854 - val_recall: 0.7941
Epoch 628/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7830 - val_loss: 0.4783 - val_recall: 0.7990
Epoch 629/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7788 - val_loss: 0.4884 - val_recall: 0.8039
Epoch 630/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7794 - val_loss: 0.5047 - val_recall: 0.8039
Epoch 631/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7807 - val_loss: 0.4884 - val_recall: 0.8088
Epoch 632/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7802 - val_loss: 0.4909 - val_recall: 0.8088
Epoch 633/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7859 - val_loss: 0.4830 - val_recall: 0.8137
Epoch 634/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7832 - val_loss: 0.4876 - val_recall: 0.8088
Epoch 635/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7915 - val_loss: 0.4815 - val_recall: 0.7990
Epoch 636/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7784 - val_loss: 0.4915 - val_recall: 0.7966
Epoch 637/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7811 - val_loss: 0.4894 - val_recall: 0.8064
Epoch 638/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7842 - val_loss: 0.4870 - val_recall: 0.8039
Epoch 639/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7840 - val_loss: 0.4861 - val_recall: 0.8064
Epoch 640/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7882 - val_loss: 0.5106 - val_recall: 0.8235
Epoch 641/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7840 - val_loss: 0.4825 - val_recall: 0.8064
Epoch 642/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7932 - val_loss: 0.4882 - val_recall: 0.8113
Epoch 643/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4970 - recall: 0.7805 - val_loss: 0.4770 - val_recall: 0.7917
Epoch 644/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7897 - val_loss: 0.4852 - val_recall: 0.8064
Epoch 645/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7890 - val_loss: 0.4840 - val_recall: 0.8039
Epoch 646/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4969 - recall: 0.7832 - val_loss: 0.4863 - val_recall: 0.8113
Epoch 647/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7830 - val_loss: 0.4910 - val_recall: 0.8211
Epoch 648/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7865 - val_loss: 0.4850 - val_recall: 0.7990
Epoch 649/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7934 - val_loss: 0.4859 - val_recall: 0.8064
Epoch 650/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7884 - val_loss: 0.4819 - val_recall: 0.8064
Epoch 651/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7832 - val_loss: 0.4904 - val_recall: 0.8064
Epoch 652/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7876 - val_loss: 0.4820 - val_recall: 0.8064
Epoch 653/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7892 - val_loss: 0.4835 - val_recall: 0.8064
Epoch 654/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7882 - val_loss: 0.4937 - val_recall: 0.8113
Epoch 655/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4959 - recall: 0.7836 - val_loss: 0.5006 - val_recall: 0.8137
Epoch 656/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7897 - val_loss: 0.4815 - val_recall: 0.8015
Epoch 657/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7848 - val_loss: 0.4864 - val_recall: 0.8064
Epoch 658/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7882 - val_loss: 0.4801 - val_recall: 0.7966
Epoch 659/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7890 - val_loss: 0.4828 - val_recall: 0.8088
Epoch 660/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7855 - val_loss: 0.4930 - val_recall: 0.8113
Epoch 661/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7869 - val_loss: 0.4849 - val_recall: 0.8137
Epoch 662/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7907 - val_loss: 0.4876 - val_recall: 0.8162
Epoch 663/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7838 - val_loss: 0.4825 - val_recall: 0.7917
Epoch 664/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7878 - val_loss: 0.4877 - val_recall: 0.8088
Epoch 665/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7842 - val_loss: 0.4888 - val_recall: 0.8015
Epoch 666/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7817 - val_loss: 0.4909 - val_recall: 0.8088
Epoch 667/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7807 - val_loss: 0.4831 - val_recall: 0.7941
Epoch 668/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7830 - val_loss: 0.4903 - val_recall: 0.8015
Epoch 669/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7834 - val_loss: 0.4850 - val_recall: 0.8015
Epoch 670/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7865 - val_loss: 0.4927 - val_recall: 0.8186
Epoch 671/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7936 - val_loss: 0.4811 - val_recall: 0.8015
Epoch 672/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7911 - val_loss: 0.4872 - val_recall: 0.8064
Epoch 673/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7798 - val_loss: 0.4870 - val_recall: 0.8064
Epoch 674/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4844 - recall: 0.7932 - val_loss: 0.4816 - val_recall: 0.8064
Epoch 675/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7888 - val_loss: 0.4877 - val_recall: 0.8064
Epoch 676/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7901 - val_loss: 0.4817 - val_recall: 0.8113
Epoch 677/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7874 - val_loss: 0.4867 - val_recall: 0.8113
Epoch 678/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7855 - val_loss: 0.4804 - val_recall: 0.8015
Epoch 679/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4861 - recall: 0.7886 - val_loss: 0.4747 - val_recall: 0.8039
Epoch 680/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7867 - val_loss: 0.4902 - val_recall: 0.8039
Epoch 681/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7813 - val_loss: 0.4861 - val_recall: 0.8039
Epoch 682/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7823 - val_loss: 0.4958 - val_recall: 0.8088
Epoch 683/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7842 - val_loss: 0.4863 - val_recall: 0.8039
Epoch 684/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7871 - val_loss: 0.4937 - val_recall: 0.7990
Epoch 685/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7830 - val_loss: 0.4861 - val_recall: 0.8039
Epoch 686/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7790 - val_loss: 0.4850 - val_recall: 0.8064
Epoch 687/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7878 - val_loss: 0.4773 - val_recall: 0.8039
Epoch 688/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7834 - val_loss: 0.4914 - val_recall: 0.8015
Epoch 689/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7848 - val_loss: 0.4911 - val_recall: 0.8137
Epoch 690/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7911 - val_loss: 0.4843 - val_recall: 0.8088
Epoch 691/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7823 - val_loss: 0.4864 - val_recall: 0.8039
Epoch 692/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7903 - val_loss: 0.4860 - val_recall: 0.8113
Epoch 693/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7905 - val_loss: 0.4807 - val_recall: 0.7917
Epoch 694/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7880 - val_loss: 0.4924 - val_recall: 0.8015
Epoch 695/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7909 - val_loss: 0.4930 - val_recall: 0.8088
Epoch 696/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7800 - val_loss: 0.4876 - val_recall: 0.8015
Epoch 697/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7911 - val_loss: 0.4871 - val_recall: 0.8088
Epoch 698/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7840 - val_loss: 0.5012 - val_recall: 0.8162
Epoch 699/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7840 - val_loss: 0.4907 - val_recall: 0.8162
Epoch 700/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7915 - val_loss: 0.4890 - val_recall: 0.8113
Epoch 701/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7863 - val_loss: 0.4855 - val_recall: 0.8064
Epoch 702/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7800 - val_loss: 0.4953 - val_recall: 0.8088
Epoch 703/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7844 - val_loss: 0.4959 - val_recall: 0.8088
Epoch 704/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7865 - val_loss: 0.4938 - val_recall: 0.7941
Epoch 705/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7832 - val_loss: 0.4857 - val_recall: 0.8162
Epoch 706/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7886 - val_loss: 0.4841 - val_recall: 0.8137
Epoch 707/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7936 - val_loss: 0.4915 - val_recall: 0.8137
Epoch 708/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7825 - val_loss: 0.4867 - val_recall: 0.8113
Epoch 709/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7794 - val_loss: 0.4961 - val_recall: 0.8137
Epoch 710/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7890 - val_loss: 0.4891 - val_recall: 0.8064
Epoch 711/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7794 - val_loss: 0.5053 - val_recall: 0.8186
Epoch 712/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7805 - val_loss: 0.4871 - val_recall: 0.7990
Epoch 713/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7809 - val_loss: 0.4942 - val_recall: 0.8113
Epoch 714/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7811 - val_loss: 0.4884 - val_recall: 0.8039
Epoch 715/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7842 - val_loss: 0.4864 - val_recall: 0.8088
Epoch 716/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7907 - val_loss: 0.4778 - val_recall: 0.8015
Epoch 717/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7903 - val_loss: 0.4898 - val_recall: 0.8088
Epoch 718/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7805 - val_loss: 0.4978 - val_recall: 0.8088
Epoch 719/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4978 - recall: 0.7832 - val_loss: 0.4895 - val_recall: 0.8039
Epoch 720/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7859 - val_loss: 0.4984 - val_recall: 0.8137
Epoch 721/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7828 - val_loss: 0.4853 - val_recall: 0.8064
Epoch 722/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7880 - val_loss: 0.4777 - val_recall: 0.8088
Epoch 723/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7777 - val_loss: 0.4866 - val_recall: 0.8088
Epoch 724/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7882 - val_loss: 0.4904 - val_recall: 0.8039
Epoch 725/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7794 - val_loss: 0.4883 - val_recall: 0.8064
Epoch 726/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7901 - val_loss: 0.4763 - val_recall: 0.7892
Epoch 727/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7863 - val_loss: 0.4841 - val_recall: 0.7990
Epoch 728/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7773 - val_loss: 0.4819 - val_recall: 0.7941
Epoch 729/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7815 - val_loss: 0.4896 - val_recall: 0.8113
Epoch 730/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7924 - val_loss: 0.4846 - val_recall: 0.8113
Epoch 731/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7867 - val_loss: 0.4928 - val_recall: 0.8137
Epoch 732/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7918 - val_loss: 0.4878 - val_recall: 0.8137
Epoch 733/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7848 - val_loss: 0.4844 - val_recall: 0.8113
Epoch 734/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4851 - recall: 0.7957 - val_loss: 0.4789 - val_recall: 0.8113
Epoch 735/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7909 - val_loss: 0.4911 - val_recall: 0.8039
Epoch 736/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7809 - val_loss: 0.4947 - val_recall: 0.8039
Epoch 737/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7895 - val_loss: 0.4885 - val_recall: 0.8186
Epoch 738/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7874 - val_loss: 0.4926 - val_recall: 0.8162
Epoch 739/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7832 - val_loss: 0.4859 - val_recall: 0.8088
Epoch 740/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7811 - val_loss: 0.4853 - val_recall: 0.8039
Epoch 741/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7719 - val_loss: 0.4891 - val_recall: 0.8039
Epoch 742/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7775 - val_loss: 0.4935 - val_recall: 0.8186
Epoch 743/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7821 - val_loss: 0.4868 - val_recall: 0.8064
Epoch 744/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7817 - val_loss: 0.4766 - val_recall: 0.7966
Epoch 745/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7802 - val_loss: 0.4974 - val_recall: 0.8113
Epoch 746/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7771 - val_loss: 0.4960 - val_recall: 0.8113
Epoch 747/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7880 - val_loss: 0.4912 - val_recall: 0.8113
Epoch 748/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4867 - recall: 0.7813 - val_loss: 0.4882 - val_recall: 0.8088
Epoch 749/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7830 - val_loss: 0.4953 - val_recall: 0.8162
Epoch 750/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7746 - val_loss: 0.4936 - val_recall: 0.8113
Epoch 751/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7756 - val_loss: 0.4930 - val_recall: 0.8162
Epoch 752/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7851 - val_loss: 0.4972 - val_recall: 0.8137
Epoch 753/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7809 - val_loss: 0.4942 - val_recall: 0.8137
Epoch 754/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7792 - val_loss: 0.4891 - val_recall: 0.8088
Epoch 755/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7809 - val_loss: 0.4845 - val_recall: 0.8015
Epoch 756/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7819 - val_loss: 0.4858 - val_recall: 0.7941
Epoch 757/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7794 - val_loss: 0.4909 - val_recall: 0.8039
Epoch 758/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7832 - val_loss: 0.4995 - val_recall: 0.8064
Epoch 759/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7825 - val_loss: 0.4887 - val_recall: 0.7966
Epoch 760/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7784 - val_loss: 0.4950 - val_recall: 0.8064
Epoch 761/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4953 - recall: 0.7838 - val_loss: 0.4904 - val_recall: 0.8039
Epoch 762/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7907 - val_loss: 0.4996 - val_recall: 0.8088
Epoch 763/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4857 - recall: 0.7922 - val_loss: 0.4880 - val_recall: 0.8088
Epoch 764/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7807 - val_loss: 0.4911 - val_recall: 0.8039
Epoch 765/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7761 - val_loss: 0.4902 - val_recall: 0.7941
Epoch 766/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7744 - val_loss: 0.4911 - val_recall: 0.8088
Epoch 767/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4991 - recall: 0.7717 - val_loss: 0.4922 - val_recall: 0.8039
Epoch 768/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7838 - val_loss: 0.4838 - val_recall: 0.8015
Epoch 769/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7771 - val_loss: 0.4955 - val_recall: 0.7990
Epoch 770/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7715 - val_loss: 0.4909 - val_recall: 0.8137
Epoch 771/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7784 - val_loss: 0.4930 - val_recall: 0.8039
Epoch 772/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7750 - val_loss: 0.4873 - val_recall: 0.7941
Epoch 773/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7819 - val_loss: 0.4877 - val_recall: 0.8039
Epoch 774/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7813 - val_loss: 0.4912 - val_recall: 0.8064
Epoch 775/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7842 - val_loss: 0.4965 - val_recall: 0.8137
Epoch 776/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7779 - val_loss: 0.4949 - val_recall: 0.8064
Epoch 777/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7848 - val_loss: 0.4811 - val_recall: 0.8039
Epoch 778/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7811 - val_loss: 0.4871 - val_recall: 0.8113
Epoch 779/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7761 - val_loss: 0.4956 - val_recall: 0.8113
Epoch 780/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7821 - val_loss: 0.4876 - val_recall: 0.7990
Epoch 781/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7773 - val_loss: 0.4997 - val_recall: 0.8137
Epoch 782/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7817 - val_loss: 0.4919 - val_recall: 0.8113
Epoch 783/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7842 - val_loss: 0.4906 - val_recall: 0.8137
Epoch 784/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7886 - val_loss: 0.4844 - val_recall: 0.8039
Epoch 785/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7878 - val_loss: 0.4839 - val_recall: 0.8039
Epoch 786/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7758 - val_loss: 0.4879 - val_recall: 0.7990
Epoch 787/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7805 - val_loss: 0.4925 - val_recall: 0.8039
Epoch 788/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7853 - val_loss: 0.4923 - val_recall: 0.8015
Epoch 789/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7836 - val_loss: 0.4908 - val_recall: 0.8137
Epoch 790/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7756 - val_loss: 0.4988 - val_recall: 0.8186
Epoch 791/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7769 - val_loss: 0.4917 - val_recall: 0.8186
Epoch 792/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7859 - val_loss: 0.4975 - val_recall: 0.8235
Epoch 793/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7945 - val_loss: 0.4899 - val_recall: 0.7941
Epoch 794/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7821 - val_loss: 0.4881 - val_recall: 0.8088
Epoch 795/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7811 - val_loss: 0.4886 - val_recall: 0.8064
Epoch 796/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7811 - val_loss: 0.4907 - val_recall: 0.8039
Epoch 797/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4962 - recall: 0.7784 - val_loss: 0.4932 - val_recall: 0.8162
Epoch 798/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7892 - val_loss: 0.4879 - val_recall: 0.8162
Epoch 799/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7830 - val_loss: 0.4923 - val_recall: 0.8137
Epoch 800/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7874 - val_loss: 0.4973 - val_recall: 0.8088
Epoch 801/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7763 - val_loss: 0.4971 - val_recall: 0.8162
Epoch 802/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7888 - val_loss: 0.4914 - val_recall: 0.7966
Epoch 803/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7823 - val_loss: 0.4949 - val_recall: 0.7990
Epoch 804/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7823 - val_loss: 0.4913 - val_recall: 0.8137
Epoch 805/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4844 - recall: 0.7846 - val_loss: 0.4921 - val_recall: 0.8137
Epoch 806/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4908 - recall: 0.7819 - val_loss: 0.4868 - val_recall: 0.8064
Epoch 807/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7838 - val_loss: 0.4908 - val_recall: 0.8088
Epoch 808/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7823 - val_loss: 0.4932 - val_recall: 0.8113
Epoch 809/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7800 - val_loss: 0.4874 - val_recall: 0.8039
Epoch 810/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7846 - val_loss: 0.4845 - val_recall: 0.7941
Epoch 811/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7788 - val_loss: 0.4973 - val_recall: 0.8064
Epoch 812/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7884 - val_loss: 0.4861 - val_recall: 0.8113
Epoch 813/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7836 - val_loss: 0.4813 - val_recall: 0.7966
Epoch 814/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7882 - val_loss: 0.4910 - val_recall: 0.8211
Epoch 815/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7886 - val_loss: 0.4871 - val_recall: 0.8039
Epoch 816/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7779 - val_loss: 0.4838 - val_recall: 0.8015
Epoch 817/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7809 - val_loss: 0.4882 - val_recall: 0.8039
Epoch 818/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7811 - val_loss: 0.4831 - val_recall: 0.7966
Epoch 819/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7777 - val_loss: 0.4969 - val_recall: 0.8137
Epoch 820/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7796 - val_loss: 0.4918 - val_recall: 0.8039
Epoch 821/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7848 - val_loss: 0.4830 - val_recall: 0.7990
Epoch 822/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7738 - val_loss: 0.4954 - val_recall: 0.8064
Epoch 823/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7763 - val_loss: 0.4893 - val_recall: 0.8113
Epoch 824/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4950 - recall: 0.7809 - val_loss: 0.4881 - val_recall: 0.7917
Epoch 825/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7811 - val_loss: 0.4864 - val_recall: 0.7990
Epoch 826/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4972 - recall: 0.7752 - val_loss: 0.4845 - val_recall: 0.7941
Epoch 827/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7809 - val_loss: 0.4880 - val_recall: 0.8088
Epoch 828/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7767 - val_loss: 0.4893 - val_recall: 0.7917
Epoch 829/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7754 - val_loss: 0.4933 - val_recall: 0.7941
Epoch 830/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7863 - val_loss: 0.4874 - val_recall: 0.8015
Epoch 831/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7825 - val_loss: 0.4886 - val_recall: 0.7990
Epoch 832/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4972 - recall: 0.7735 - val_loss: 0.4986 - val_recall: 0.8064
Epoch 833/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7805 - val_loss: 0.4873 - val_recall: 0.8015
Epoch 834/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7786 - val_loss: 0.4891 - val_recall: 0.7990
Epoch 835/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7805 - val_loss: 0.4874 - val_recall: 0.7990
Epoch 836/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7779 - val_loss: 0.4957 - val_recall: 0.8064
Epoch 837/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7832 - val_loss: 0.4863 - val_recall: 0.8015
Epoch 838/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7784 - val_loss: 0.4912 - val_recall: 0.7990
Epoch 839/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7819 - val_loss: 0.4820 - val_recall: 0.7966
Epoch 840/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7802 - val_loss: 0.4824 - val_recall: 0.7966
Epoch 841/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7802 - val_loss: 0.4850 - val_recall: 0.8015
Epoch 842/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7738 - val_loss: 0.4867 - val_recall: 0.7917
Epoch 843/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7815 - val_loss: 0.4930 - val_recall: 0.8088
Epoch 844/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7848 - val_loss: 0.4858 - val_recall: 0.8039
Epoch 845/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7769 - val_loss: 0.4935 - val_recall: 0.8039
Epoch 846/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7798 - val_loss: 0.4867 - val_recall: 0.8015
Epoch 847/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7802 - val_loss: 0.4897 - val_recall: 0.8064
Epoch 848/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7794 - val_loss: 0.4892 - val_recall: 0.8113
Epoch 849/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7794 - val_loss: 0.4929 - val_recall: 0.8088
Epoch 850/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7813 - val_loss: 0.4922 - val_recall: 0.8039
Epoch 851/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7761 - val_loss: 0.4910 - val_recall: 0.8039
Epoch 852/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7838 - val_loss: 0.4879 - val_recall: 0.8088
Epoch 853/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7777 - val_loss: 0.4812 - val_recall: 0.7770
Epoch 854/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7761 - val_loss: 0.4906 - val_recall: 0.8064
Epoch 855/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7825 - val_loss: 0.4863 - val_recall: 0.8088
Epoch 856/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7715 - val_loss: 0.4925 - val_recall: 0.8064
Epoch 857/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7817 - val_loss: 0.4893 - val_recall: 0.7941
Epoch 858/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7731 - val_loss: 0.4966 - val_recall: 0.8088
Epoch 859/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7779 - val_loss: 0.4911 - val_recall: 0.8064
Epoch 860/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7779 - val_loss: 0.4950 - val_recall: 0.8015
Epoch 861/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7802 - val_loss: 0.4886 - val_recall: 0.7990
Epoch 862/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7706 - val_loss: 0.5071 - val_recall: 0.8088
Epoch 863/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7807 - val_loss: 0.4939 - val_recall: 0.8162
Epoch 864/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7836 - val_loss: 0.4807 - val_recall: 0.7917
Epoch 865/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7763 - val_loss: 0.4951 - val_recall: 0.8137
Epoch 866/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7756 - val_loss: 0.4962 - val_recall: 0.8113
Epoch 867/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7846 - val_loss: 0.4907 - val_recall: 0.8039
Epoch 868/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7796 - val_loss: 0.4945 - val_recall: 0.8137
Epoch 869/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7765 - val_loss: 0.4937 - val_recall: 0.8186
Epoch 870/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7798 - val_loss: 0.5004 - val_recall: 0.7990
Epoch 871/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7729 - val_loss: 0.5011 - val_recall: 0.7990
Epoch 872/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7767 - val_loss: 0.4870 - val_recall: 0.7990
Epoch 873/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7773 - val_loss: 0.4942 - val_recall: 0.8039
Epoch 874/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7777 - val_loss: 0.4886 - val_recall: 0.8039
Epoch 875/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7813 - val_loss: 0.4913 - val_recall: 0.8113
Epoch 876/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7671 - val_loss: 0.4983 - val_recall: 0.8162
Epoch 877/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7781 - val_loss: 0.4838 - val_recall: 0.7966
Epoch 878/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7834 - val_loss: 0.4934 - val_recall: 0.8015
Epoch 879/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7796 - val_loss: 0.4920 - val_recall: 0.8039
Epoch 880/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7756 - val_loss: 0.4907 - val_recall: 0.7941
Epoch 881/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7752 - val_loss: 0.4896 - val_recall: 0.8039
Epoch 882/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7790 - val_loss: 0.4923 - val_recall: 0.8088
Epoch 883/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7802 - val_loss: 0.4933 - val_recall: 0.8015
Epoch 884/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7832 - val_loss: 0.4833 - val_recall: 0.7917
Epoch 885/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7761 - val_loss: 0.4936 - val_recall: 0.8015
Epoch 886/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7775 - val_loss: 0.5025 - val_recall: 0.8088
Epoch 887/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7773 - val_loss: 0.4919 - val_recall: 0.8137
Epoch 888/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7809 - val_loss: 0.4869 - val_recall: 0.8064
Epoch 889/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7800 - val_loss: 0.4847 - val_recall: 0.7990
Epoch 890/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4898 - recall: 0.7817 - val_loss: 0.4899 - val_recall: 0.8064
Epoch 891/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7786 - val_loss: 0.4896 - val_recall: 0.8064
Epoch 892/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7848 - val_loss: 0.4938 - val_recall: 0.8088
Epoch 893/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4870 - recall: 0.7817 - val_loss: 0.4865 - val_recall: 0.8113
Epoch 894/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7744 - val_loss: 0.4966 - val_recall: 0.8137
Epoch 895/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7798 - val_loss: 0.4913 - val_recall: 0.8039
Epoch 896/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7859 - val_loss: 0.4775 - val_recall: 0.7966
Epoch 897/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7775 - val_loss: 0.4896 - val_recall: 0.7966
Epoch 898/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7817 - val_loss: 0.4935 - val_recall: 0.8088
Epoch 899/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7731 - val_loss: 0.4923 - val_recall: 0.8186
Epoch 900/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7723 - val_loss: 0.5000 - val_recall: 0.7966
Epoch 901/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7859 - val_loss: 0.4897 - val_recall: 0.8064
Epoch 902/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7761 - val_loss: 0.4966 - val_recall: 0.7941
Epoch 903/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7863 - val_loss: 0.4957 - val_recall: 0.8064
Epoch 904/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7811 - val_loss: 0.4985 - val_recall: 0.8039
Epoch 905/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7823 - val_loss: 0.4873 - val_recall: 0.8015
Epoch 906/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7821 - val_loss: 0.4928 - val_recall: 0.8039
Epoch 907/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7733 - val_loss: 0.4945 - val_recall: 0.8162
Epoch 908/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7825 - val_loss: 0.4973 - val_recall: 0.8088
Epoch 909/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7777 - val_loss: 0.4967 - val_recall: 0.7941
Epoch 910/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4854 - recall: 0.7861 - val_loss: 0.4751 - val_recall: 0.7917
Epoch 911/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7744 - val_loss: 0.5040 - val_recall: 0.8088
Epoch 912/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7840 - val_loss: 0.4874 - val_recall: 0.8064
Epoch 913/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7830 - val_loss: 0.4895 - val_recall: 0.8015
Epoch 914/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7884 - val_loss: 0.4920 - val_recall: 0.8088
Epoch 915/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7899 - val_loss: 0.4939 - val_recall: 0.8039
Epoch 916/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7779 - val_loss: 0.4874 - val_recall: 0.8039
Epoch 917/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7903 - val_loss: 0.4812 - val_recall: 0.7941
Epoch 918/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7748 - val_loss: 0.4921 - val_recall: 0.8015
Epoch 919/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7727 - val_loss: 0.4973 - val_recall: 0.8039
Epoch 920/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7863 - val_loss: 0.4893 - val_recall: 0.8015
Epoch 921/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7817 - val_loss: 0.4889 - val_recall: 0.8015
Epoch 922/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7786 - val_loss: 0.4909 - val_recall: 0.8064
Epoch 923/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7794 - val_loss: 0.4887 - val_recall: 0.7941
Epoch 924/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7792 - val_loss: 0.4968 - val_recall: 0.8015
Epoch 925/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7786 - val_loss: 0.4898 - val_recall: 0.8015
Epoch 926/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7800 - val_loss: 0.4874 - val_recall: 0.7917
Epoch 927/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7805 - val_loss: 0.4897 - val_recall: 0.8137
Epoch 928/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7798 - val_loss: 0.4913 - val_recall: 0.8064
Epoch 929/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7802 - val_loss: 0.4861 - val_recall: 0.7966
Epoch 930/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7805 - val_loss: 0.4825 - val_recall: 0.8015
Epoch 931/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4856 - recall: 0.7834 - val_loss: 0.4974 - val_recall: 0.8088
Epoch 932/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7805 - val_loss: 0.4925 - val_recall: 0.8137
Epoch 933/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7867 - val_loss: 0.4912 - val_recall: 0.8162
Epoch 934/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7735 - val_loss: 0.4918 - val_recall: 0.7941
Epoch 935/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7779 - val_loss: 0.4885 - val_recall: 0.8235
Epoch 936/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7848 - val_loss: 0.4822 - val_recall: 0.7990
Epoch 937/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7771 - val_loss: 0.4964 - val_recall: 0.8039
Epoch 938/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7742 - val_loss: 0.4965 - val_recall: 0.8088
Epoch 939/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4968 - recall: 0.7777 - val_loss: 0.4953 - val_recall: 0.8088
Epoch 940/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7807 - val_loss: 0.4855 - val_recall: 0.7990
Epoch 941/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7721 - val_loss: 0.4949 - val_recall: 0.8015
Epoch 942/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7878 - val_loss: 0.4870 - val_recall: 0.8113
Epoch 943/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4959 - recall: 0.7733 - val_loss: 0.4930 - val_recall: 0.8088
Epoch 944/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7821 - val_loss: 0.4885 - val_recall: 0.8088
Epoch 945/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7823 - val_loss: 0.4919 - val_recall: 0.8137
Epoch 946/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7792 - val_loss: 0.4910 - val_recall: 0.8186
Epoch 947/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7802 - val_loss: 0.4885 - val_recall: 0.8137
Epoch 948/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7800 - val_loss: 0.4861 - val_recall: 0.7990
Epoch 949/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7733 - val_loss: 0.4920 - val_recall: 0.8064
Epoch 950/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7798 - val_loss: 0.4886 - val_recall: 0.8064
Epoch 951/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7823 - val_loss: 0.4965 - val_recall: 0.8162
Epoch 952/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4915 - recall: 0.7761 - val_loss: 0.4888 - val_recall: 0.8113
Epoch 953/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7727 - val_loss: 0.5024 - val_recall: 0.8137
Epoch 954/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7748 - val_loss: 0.4914 - val_recall: 0.8064
Epoch 955/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7888 - val_loss: 0.4913 - val_recall: 0.8162
Epoch 956/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7821 - val_loss: 0.4900 - val_recall: 0.8186
Epoch 957/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7798 - val_loss: 0.4927 - val_recall: 0.8162
Epoch 958/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7867 - val_loss: 0.4848 - val_recall: 0.8039
Epoch 959/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7731 - val_loss: 0.4956 - val_recall: 0.8162
Epoch 960/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7777 - val_loss: 0.4865 - val_recall: 0.8064
Epoch 961/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4874 - recall: 0.7848 - val_loss: 0.4911 - val_recall: 0.8113
Epoch 962/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7805 - val_loss: 0.4848 - val_recall: 0.8088
Epoch 963/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7790 - val_loss: 0.4962 - val_recall: 0.8088
Epoch 964/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7788 - val_loss: 0.4932 - val_recall: 0.8039
Epoch 965/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4863 - recall: 0.7817 - val_loss: 0.4953 - val_recall: 0.8064
Epoch 966/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7807 - val_loss: 0.4953 - val_recall: 0.8113
Epoch 967/2000
48/48 [==============================] - 0s 2ms/step - loss: 0.4897 - recall: 0.7802 - val_loss: 0.4844 - val_recall: 0.7990
Epoch 968/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7729 - val_loss: 0.4953 - val_recall: 0.8113
Epoch 969/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7830 - val_loss: 0.4869 - val_recall: 0.8015
Epoch 970/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4984 - recall: 0.7742 - val_loss: 0.4943 - val_recall: 0.8137
Epoch 971/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7853 - val_loss: 0.4984 - val_recall: 0.8113
Epoch 972/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7717 - val_loss: 0.4923 - val_recall: 0.8015
Epoch 973/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4953 - recall: 0.7781 - val_loss: 0.4900 - val_recall: 0.7917
Epoch 974/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7779 - val_loss: 0.4982 - val_recall: 0.8088
Epoch 975/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7750 - val_loss: 0.4956 - val_recall: 0.8113
Epoch 976/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7727 - val_loss: 0.4908 - val_recall: 0.7966
Epoch 977/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7777 - val_loss: 0.4913 - val_recall: 0.7966
Epoch 978/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7786 - val_loss: 0.4923 - val_recall: 0.8137
Epoch 979/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7832 - val_loss: 0.4896 - val_recall: 0.7990
Epoch 980/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4952 - recall: 0.7708 - val_loss: 0.4888 - val_recall: 0.8039
Epoch 981/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7842 - val_loss: 0.4882 - val_recall: 0.7966
Epoch 982/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7800 - val_loss: 0.4968 - val_recall: 0.8137
Epoch 983/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7710 - val_loss: 0.4945 - val_recall: 0.8064
Epoch 984/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7802 - val_loss: 0.4877 - val_recall: 0.8088
Epoch 985/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7712 - val_loss: 0.5008 - val_recall: 0.8162
Epoch 986/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4861 - recall: 0.7853 - val_loss: 0.4839 - val_recall: 0.8039
Epoch 987/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7777 - val_loss: 0.4912 - val_recall: 0.8039
Epoch 988/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7781 - val_loss: 0.4986 - val_recall: 0.8162
Epoch 989/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7844 - val_loss: 0.4931 - val_recall: 0.8162
Epoch 990/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7817 - val_loss: 0.4913 - val_recall: 0.8162
Epoch 991/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7748 - val_loss: 0.4963 - val_recall: 0.8137
Epoch 992/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7815 - val_loss: 0.4873 - val_recall: 0.8162
Epoch 993/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4846 - recall: 0.7853 - val_loss: 0.4878 - val_recall: 0.8113
Epoch 994/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7765 - val_loss: 0.4871 - val_recall: 0.8064
Epoch 995/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7748 - val_loss: 0.4931 - val_recall: 0.8064
Epoch 996/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7830 - val_loss: 0.4859 - val_recall: 0.8162
Epoch 997/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7842 - val_loss: 0.4877 - val_recall: 0.8113
Epoch 998/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7771 - val_loss: 0.4809 - val_recall: 0.7990
Epoch 999/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7779 - val_loss: 0.4907 - val_recall: 0.8113
Epoch 1000/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7838 - val_loss: 0.4886 - val_recall: 0.8113
Epoch 1001/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7767 - val_loss: 0.4895 - val_recall: 0.8113
Epoch 1002/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7746 - val_loss: 0.4989 - val_recall: 0.8211
Epoch 1003/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7790 - val_loss: 0.4967 - val_recall: 0.8088
Epoch 1004/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7756 - val_loss: 0.4876 - val_recall: 0.8088
Epoch 1005/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7781 - val_loss: 0.4905 - val_recall: 0.8137
Epoch 1006/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7830 - val_loss: 0.4968 - val_recall: 0.8088
Epoch 1007/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7813 - val_loss: 0.4914 - val_recall: 0.8162
Epoch 1008/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7823 - val_loss: 0.4908 - val_recall: 0.8137
Epoch 1009/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7725 - val_loss: 0.4964 - val_recall: 0.8186
Epoch 1010/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7735 - val_loss: 0.5039 - val_recall: 0.8186
Epoch 1011/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7758 - val_loss: 0.4799 - val_recall: 0.7941
Epoch 1012/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4841 - recall: 0.7792 - val_loss: 0.4964 - val_recall: 0.8309
Epoch 1013/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7974 - val_loss: 0.4880 - val_recall: 0.8015
Epoch 1014/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4946 - recall: 0.7848 - val_loss: 0.4970 - val_recall: 0.8137
Epoch 1015/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.8181 - val_loss: 0.4987 - val_recall: 0.8211
Epoch 1016/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.8012 - val_loss: 0.4897 - val_recall: 0.8039
Epoch 1017/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7773 - val_loss: 0.4990 - val_recall: 0.8211
Epoch 1018/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7773 - val_loss: 0.4925 - val_recall: 0.8137
Epoch 1019/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7976 - val_loss: 0.4885 - val_recall: 0.8015
Epoch 1020/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7792 - val_loss: 0.4903 - val_recall: 0.8186
Epoch 1021/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4858 - recall: 0.7961 - val_loss: 0.4875 - val_recall: 0.8015
Epoch 1022/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7784 - val_loss: 0.4985 - val_recall: 0.7990
Epoch 1023/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7744 - val_loss: 0.4864 - val_recall: 0.7966
Epoch 1024/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7811 - val_loss: 0.4944 - val_recall: 0.8088
Epoch 1025/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7884 - val_loss: 0.4872 - val_recall: 0.8113
Epoch 1026/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7738 - val_loss: 0.4958 - val_recall: 0.8064
Epoch 1027/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7794 - val_loss: 0.4844 - val_recall: 0.8113
Epoch 1028/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7729 - val_loss: 0.4910 - val_recall: 0.8039
Epoch 1029/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7771 - val_loss: 0.4895 - val_recall: 0.8088
Epoch 1030/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7746 - val_loss: 0.4910 - val_recall: 0.8039
Epoch 1031/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7815 - val_loss: 0.4866 - val_recall: 0.8088
Epoch 1032/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7719 - val_loss: 0.4991 - val_recall: 0.8015
Epoch 1033/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7920 - val_loss: 0.4930 - val_recall: 0.8162
Epoch 1034/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7754 - val_loss: 0.4961 - val_recall: 0.8015
Epoch 1035/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7742 - val_loss: 0.4910 - val_recall: 0.8015
Epoch 1036/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7742 - val_loss: 0.4946 - val_recall: 0.8064
Epoch 1037/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7777 - val_loss: 0.4984 - val_recall: 0.8162
Epoch 1038/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7719 - val_loss: 0.5034 - val_recall: 0.8113
Epoch 1039/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7763 - val_loss: 0.4938 - val_recall: 0.8015
Epoch 1040/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7786 - val_loss: 0.4895 - val_recall: 0.8088
Epoch 1041/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7687 - val_loss: 0.4924 - val_recall: 0.8039
Epoch 1042/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7767 - val_loss: 0.4952 - val_recall: 0.8113
Epoch 1043/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7696 - val_loss: 0.4950 - val_recall: 0.8137
Epoch 1044/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7723 - val_loss: 0.5010 - val_recall: 0.8186
Epoch 1045/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7844 - val_loss: 0.4876 - val_recall: 0.8113
Epoch 1046/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7899 - val_loss: 0.4909 - val_recall: 0.7990
Epoch 1047/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7761 - val_loss: 0.4900 - val_recall: 0.8137
Epoch 1048/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7729 - val_loss: 0.4982 - val_recall: 0.8088
Epoch 1049/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7710 - val_loss: 0.4952 - val_recall: 0.8113
Epoch 1050/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7815 - val_loss: 0.4942 - val_recall: 0.8137
Epoch 1051/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7748 - val_loss: 0.4854 - val_recall: 0.8088
Epoch 1052/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7830 - val_loss: 0.4836 - val_recall: 0.8039
Epoch 1053/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7861 - val_loss: 0.4999 - val_recall: 0.8186
Epoch 1054/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7920 - val_loss: 0.4883 - val_recall: 0.8113
Epoch 1055/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7796 - val_loss: 0.4990 - val_recall: 0.8211
Epoch 1056/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7901 - val_loss: 0.4920 - val_recall: 0.8137
Epoch 1057/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7853 - val_loss: 0.4942 - val_recall: 0.8137
Epoch 1058/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7903 - val_loss: 0.4941 - val_recall: 0.8088
Epoch 1059/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7834 - val_loss: 0.4967 - val_recall: 0.8162
Epoch 1060/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7999 - val_loss: 0.4898 - val_recall: 0.8162
Epoch 1061/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4844 - recall: 0.7865 - val_loss: 0.4966 - val_recall: 0.8113
Epoch 1062/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.8072 - val_loss: 0.4984 - val_recall: 0.8113
Epoch 1063/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.8035 - val_loss: 0.4956 - val_recall: 0.8162
Epoch 1064/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7878 - val_loss: 0.4942 - val_recall: 0.8186
Epoch 1065/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7859 - val_loss: 0.4869 - val_recall: 0.8039
Epoch 1066/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7953 - val_loss: 0.4921 - val_recall: 0.8162
Epoch 1067/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7781 - val_loss: 0.4932 - val_recall: 0.8064
Epoch 1068/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.8012 - val_loss: 0.4997 - val_recall: 0.8186
Epoch 1069/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7855 - val_loss: 0.4916 - val_recall: 0.8137
Epoch 1070/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7890 - val_loss: 0.4975 - val_recall: 0.8211
Epoch 1071/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.8010 - val_loss: 0.4911 - val_recall: 0.8088
Epoch 1072/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7798 - val_loss: 0.5051 - val_recall: 0.8211
Epoch 1073/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4848 - recall: 0.7974 - val_loss: 0.4919 - val_recall: 0.8039
Epoch 1074/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7723 - val_loss: 0.4975 - val_recall: 0.8064
Epoch 1075/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7809 - val_loss: 0.5011 - val_recall: 0.8162
Epoch 1076/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7792 - val_loss: 0.4908 - val_recall: 0.8064
Epoch 1077/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7781 - val_loss: 0.4962 - val_recall: 0.8137
Epoch 1078/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7846 - val_loss: 0.4905 - val_recall: 0.8113
Epoch 1079/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7752 - val_loss: 0.5022 - val_recall: 0.8162
Epoch 1080/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7775 - val_loss: 0.4950 - val_recall: 0.8113
Epoch 1081/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7802 - val_loss: 0.4972 - val_recall: 0.8088
Epoch 1082/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7869 - val_loss: 0.4880 - val_recall: 0.8113
Epoch 1083/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4863 - recall: 0.7807 - val_loss: 0.4870 - val_recall: 0.8162
Epoch 1084/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7886 - val_loss: 0.4949 - val_recall: 0.8113
Epoch 1085/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4953 - recall: 0.7915 - val_loss: 0.4987 - val_recall: 0.8088
Epoch 1086/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7794 - val_loss: 0.4985 - val_recall: 0.8137
Epoch 1087/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7696 - val_loss: 0.5012 - val_recall: 0.8137
Epoch 1088/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4845 - recall: 0.7823 - val_loss: 0.4974 - val_recall: 0.8137
Epoch 1089/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7798 - val_loss: 0.5014 - val_recall: 0.8137
Epoch 1090/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7807 - val_loss: 0.4878 - val_recall: 0.8064
Epoch 1091/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4958 - recall: 0.7717 - val_loss: 0.4918 - val_recall: 0.8088
Epoch 1092/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7788 - val_loss: 0.4941 - val_recall: 0.8113
Epoch 1093/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7733 - val_loss: 0.4925 - val_recall: 0.8015
Epoch 1094/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7805 - val_loss: 0.4879 - val_recall: 0.8015
Epoch 1095/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7752 - val_loss: 0.5062 - val_recall: 0.8064
Epoch 1096/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7991 - val_loss: 0.4960 - val_recall: 0.7966
Epoch 1097/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7744 - val_loss: 0.5004 - val_recall: 0.8113
Epoch 1098/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7830 - val_loss: 0.4906 - val_recall: 0.8088
Epoch 1099/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7698 - val_loss: 0.4994 - val_recall: 0.8137
Epoch 1100/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7817 - val_loss: 0.4948 - val_recall: 0.8113
Epoch 1101/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7712 - val_loss: 0.5005 - val_recall: 0.8113
Epoch 1102/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7765 - val_loss: 0.4956 - val_recall: 0.8162
Epoch 1103/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7874 - val_loss: 0.4870 - val_recall: 0.7941
Epoch 1104/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7752 - val_loss: 0.4942 - val_recall: 0.8113
Epoch 1105/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7805 - val_loss: 0.4985 - val_recall: 0.8039
Epoch 1106/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7865 - val_loss: 0.4929 - val_recall: 0.8064
Epoch 1107/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7671 - val_loss: 0.4951 - val_recall: 0.7966
Epoch 1108/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7752 - val_loss: 0.4910 - val_recall: 0.8015
Epoch 1109/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7848 - val_loss: 0.4930 - val_recall: 0.8064
Epoch 1110/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7779 - val_loss: 0.4992 - val_recall: 0.8064
Epoch 1111/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7869 - val_loss: 0.4961 - val_recall: 0.8113
Epoch 1112/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7798 - val_loss: 0.4981 - val_recall: 0.8064
Epoch 1113/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7748 - val_loss: 0.4954 - val_recall: 0.7966
Epoch 1114/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7815 - val_loss: 0.4885 - val_recall: 0.8137
Epoch 1115/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7796 - val_loss: 0.4842 - val_recall: 0.8039
Epoch 1116/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7792 - val_loss: 0.4907 - val_recall: 0.8113
Epoch 1117/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7813 - val_loss: 0.4949 - val_recall: 0.7966
Epoch 1118/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7794 - val_loss: 0.4886 - val_recall: 0.8162
Epoch 1119/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7765 - val_loss: 0.4930 - val_recall: 0.8137
Epoch 1120/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7765 - val_loss: 0.4885 - val_recall: 0.8064
Epoch 1121/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7788 - val_loss: 0.4871 - val_recall: 0.7941
Epoch 1122/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7788 - val_loss: 0.4924 - val_recall: 0.8088
Epoch 1123/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7775 - val_loss: 0.5012 - val_recall: 0.8064
Epoch 1124/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7784 - val_loss: 0.4928 - val_recall: 0.7990
Epoch 1125/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7802 - val_loss: 0.4887 - val_recall: 0.7868
Epoch 1126/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7769 - val_loss: 0.4994 - val_recall: 0.7941
Epoch 1127/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7777 - val_loss: 0.4949 - val_recall: 0.7966
Epoch 1128/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7817 - val_loss: 0.4977 - val_recall: 0.8113
Epoch 1129/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7798 - val_loss: 0.4879 - val_recall: 0.7966
Epoch 1130/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4967 - recall: 0.7683 - val_loss: 0.5030 - val_recall: 0.8088
Epoch 1131/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7825 - val_loss: 0.4955 - val_recall: 0.7990
Epoch 1132/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7710 - val_loss: 0.4981 - val_recall: 0.8039
Epoch 1133/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7723 - val_loss: 0.4961 - val_recall: 0.8015
Epoch 1134/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.8024 - val_loss: 0.4911 - val_recall: 0.7917
Epoch 1135/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7802 - val_loss: 0.4911 - val_recall: 0.7966
Epoch 1136/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7796 - val_loss: 0.4971 - val_recall: 0.7966
Epoch 1137/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7821 - val_loss: 0.4900 - val_recall: 0.7966
Epoch 1138/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7815 - val_loss: 0.4861 - val_recall: 0.7941
Epoch 1139/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7901 - val_loss: 0.4923 - val_recall: 0.8039
Epoch 1140/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7817 - val_loss: 0.4893 - val_recall: 0.8015
Epoch 1141/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7924 - val_loss: 0.4859 - val_recall: 0.8039
Epoch 1142/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7756 - val_loss: 0.4919 - val_recall: 0.7941
Epoch 1143/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7777 - val_loss: 0.5035 - val_recall: 0.8235
Epoch 1144/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.8035 - val_loss: 0.4938 - val_recall: 0.8015
Epoch 1145/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7874 - val_loss: 0.5012 - val_recall: 0.8162
Epoch 1146/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7784 - val_loss: 0.4936 - val_recall: 0.7941
Epoch 1147/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7784 - val_loss: 0.4868 - val_recall: 0.7892
Epoch 1148/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7930 - val_loss: 0.4956 - val_recall: 0.8088
Epoch 1149/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7823 - val_loss: 0.5025 - val_recall: 0.8088
Epoch 1150/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7871 - val_loss: 0.4963 - val_recall: 0.7966
Epoch 1151/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7761 - val_loss: 0.4932 - val_recall: 0.8039
Epoch 1152/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7842 - val_loss: 0.4892 - val_recall: 0.8015
Epoch 1153/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7763 - val_loss: 0.4868 - val_recall: 0.8064
Epoch 1154/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7735 - val_loss: 0.4834 - val_recall: 0.7941
Epoch 1155/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7830 - val_loss: 0.4949 - val_recall: 0.8064
Epoch 1156/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7796 - val_loss: 0.4899 - val_recall: 0.8039
Epoch 1157/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7777 - val_loss: 0.4935 - val_recall: 0.8039
Epoch 1158/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7802 - val_loss: 0.4904 - val_recall: 0.7843
Epoch 1159/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7704 - val_loss: 0.4964 - val_recall: 0.8039
Epoch 1160/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7800 - val_loss: 0.4931 - val_recall: 0.8015
Epoch 1161/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7798 - val_loss: 0.4944 - val_recall: 0.7990
Epoch 1162/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7738 - val_loss: 0.4889 - val_recall: 0.8137
Epoch 1163/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4972 - recall: 0.7704 - val_loss: 0.4897 - val_recall: 0.8113
Epoch 1164/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7769 - val_loss: 0.4907 - val_recall: 0.8015
Epoch 1165/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4839 - recall: 0.7813 - val_loss: 0.4881 - val_recall: 0.8137
Epoch 1166/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7752 - val_loss: 0.4858 - val_recall: 0.8039
Epoch 1167/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7915 - val_loss: 0.4938 - val_recall: 0.8211
Epoch 1168/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7738 - val_loss: 0.4995 - val_recall: 0.8186
Epoch 1169/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7825 - val_loss: 0.4996 - val_recall: 0.8186
Epoch 1170/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7765 - val_loss: 0.5015 - val_recall: 0.8211
Epoch 1171/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7825 - val_loss: 0.4965 - val_recall: 0.8088
Epoch 1172/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7725 - val_loss: 0.5006 - val_recall: 0.8064
Epoch 1173/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7895 - val_loss: 0.4874 - val_recall: 0.8039
Epoch 1174/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7838 - val_loss: 0.4849 - val_recall: 0.8137
Epoch 1175/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7817 - val_loss: 0.5053 - val_recall: 0.8113
Epoch 1176/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7800 - val_loss: 0.4891 - val_recall: 0.8186
Epoch 1177/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7758 - val_loss: 0.4959 - val_recall: 0.8235
Epoch 1178/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7802 - val_loss: 0.4956 - val_recall: 0.8186
Epoch 1179/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7897 - val_loss: 0.4946 - val_recall: 0.8162
Epoch 1180/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7731 - val_loss: 0.4951 - val_recall: 0.8064
Epoch 1181/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7798 - val_loss: 0.4954 - val_recall: 0.8113
Epoch 1182/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4859 - recall: 0.7781 - val_loss: 0.4967 - val_recall: 0.8137
Epoch 1183/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4854 - recall: 0.7788 - val_loss: 0.4934 - val_recall: 0.8088
Epoch 1184/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7821 - val_loss: 0.4921 - val_recall: 0.8186
Epoch 1185/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7710 - val_loss: 0.4948 - val_recall: 0.7990
Epoch 1186/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7805 - val_loss: 0.4912 - val_recall: 0.8162
Epoch 1187/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7805 - val_loss: 0.4962 - val_recall: 0.7892
Epoch 1188/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7761 - val_loss: 0.4977 - val_recall: 0.8039
Epoch 1189/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7869 - val_loss: 0.4878 - val_recall: 0.8015
Epoch 1190/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7781 - val_loss: 0.4913 - val_recall: 0.8088
Epoch 1191/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7744 - val_loss: 0.5042 - val_recall: 0.8235
Epoch 1192/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7846 - val_loss: 0.4992 - val_recall: 0.7990
Epoch 1193/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7756 - val_loss: 0.4986 - val_recall: 0.7892
Epoch 1194/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7807 - val_loss: 0.4944 - val_recall: 0.7966
Epoch 1195/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7765 - val_loss: 0.4996 - val_recall: 0.8088
Epoch 1196/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7823 - val_loss: 0.4926 - val_recall: 0.7990
Epoch 1197/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7769 - val_loss: 0.4938 - val_recall: 0.7941
Epoch 1198/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7733 - val_loss: 0.4910 - val_recall: 0.8064
Epoch 1199/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7807 - val_loss: 0.4969 - val_recall: 0.8015
Epoch 1200/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7786 - val_loss: 0.4967 - val_recall: 0.8137
Epoch 1201/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7890 - val_loss: 0.4886 - val_recall: 0.7990
Epoch 1202/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7792 - val_loss: 0.4919 - val_recall: 0.8015
Epoch 1203/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7807 - val_loss: 0.4999 - val_recall: 0.7941
Epoch 1204/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7848 - val_loss: 0.4959 - val_recall: 0.7966
Epoch 1205/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7813 - val_loss: 0.4972 - val_recall: 0.8137
Epoch 1206/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7777 - val_loss: 0.4930 - val_recall: 0.8137
Epoch 1207/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7752 - val_loss: 0.4881 - val_recall: 0.7892
Epoch 1208/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4874 - recall: 0.7786 - val_loss: 0.4952 - val_recall: 0.8064
Epoch 1209/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7802 - val_loss: 0.4993 - val_recall: 0.8113
Epoch 1210/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7817 - val_loss: 0.4906 - val_recall: 0.8064
Epoch 1211/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7735 - val_loss: 0.4952 - val_recall: 0.8113
Epoch 1212/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7790 - val_loss: 0.4888 - val_recall: 0.8186
Epoch 1213/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7771 - val_loss: 0.5008 - val_recall: 0.8137
Epoch 1214/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7758 - val_loss: 0.4967 - val_recall: 0.8064
Epoch 1215/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7821 - val_loss: 0.4847 - val_recall: 0.8088
Epoch 1216/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7802 - val_loss: 0.4923 - val_recall: 0.8064
Epoch 1217/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7781 - val_loss: 0.4959 - val_recall: 0.8088
Epoch 1218/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7792 - val_loss: 0.4941 - val_recall: 0.8186
Epoch 1219/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7729 - val_loss: 0.4925 - val_recall: 0.8015
Epoch 1220/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7738 - val_loss: 0.5059 - val_recall: 0.8260
Epoch 1221/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7819 - val_loss: 0.4968 - val_recall: 0.8137
Epoch 1222/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4859 - recall: 0.7865 - val_loss: 0.4874 - val_recall: 0.8211
Epoch 1223/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7779 - val_loss: 0.4934 - val_recall: 0.8088
Epoch 1224/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7748 - val_loss: 0.4991 - val_recall: 0.8211
Epoch 1225/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7855 - val_loss: 0.4999 - val_recall: 0.8162
Epoch 1226/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7781 - val_loss: 0.4871 - val_recall: 0.8137
Epoch 1227/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7840 - val_loss: 0.4969 - val_recall: 0.8162
Epoch 1228/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7786 - val_loss: 0.4935 - val_recall: 0.7990
Epoch 1229/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7819 - val_loss: 0.4932 - val_recall: 0.8113
Epoch 1230/2000
48/48 [==============================] - 0s 5ms/step - loss: 0.4896 - recall: 0.7763 - val_loss: 0.4947 - val_recall: 0.8088
Epoch 1231/2000
48/48 [==============================] - 0s 4ms/step - loss: 0.4923 - recall: 0.7773 - val_loss: 0.5012 - val_recall: 0.8039
Epoch 1232/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4854 - recall: 0.7798 - val_loss: 0.4896 - val_recall: 0.7868
Epoch 1233/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4846 - recall: 0.7781 - val_loss: 0.4907 - val_recall: 0.8088
Epoch 1234/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7830 - val_loss: 0.4896 - val_recall: 0.8039
Epoch 1235/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7773 - val_loss: 0.4991 - val_recall: 0.8039
Epoch 1236/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7727 - val_loss: 0.4992 - val_recall: 0.8039
Epoch 1237/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7865 - val_loss: 0.4934 - val_recall: 0.8113
Epoch 1238/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7752 - val_loss: 0.4968 - val_recall: 0.8039
Epoch 1239/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7819 - val_loss: 0.4960 - val_recall: 0.8113
Epoch 1240/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7788 - val_loss: 0.4948 - val_recall: 0.7966
Epoch 1241/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7750 - val_loss: 0.4982 - val_recall: 0.7892
Epoch 1242/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7819 - val_loss: 0.4894 - val_recall: 0.8064
Epoch 1243/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7802 - val_loss: 0.4922 - val_recall: 0.8015
Epoch 1244/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7838 - val_loss: 0.4947 - val_recall: 0.8064
Epoch 1245/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7798 - val_loss: 0.4965 - val_recall: 0.8039
Epoch 1246/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7756 - val_loss: 0.4979 - val_recall: 0.8113
Epoch 1247/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7922 - val_loss: 0.4917 - val_recall: 0.8064
Epoch 1248/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7800 - val_loss: 0.4964 - val_recall: 0.8113
Epoch 1249/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7815 - val_loss: 0.4882 - val_recall: 0.8162
Epoch 1250/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7876 - val_loss: 0.4965 - val_recall: 0.8113
Epoch 1251/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4973 - recall: 0.7756 - val_loss: 0.5013 - val_recall: 0.8088
Epoch 1252/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7840 - val_loss: 0.4952 - val_recall: 0.8186
Epoch 1253/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7798 - val_loss: 0.5000 - val_recall: 0.8186
Epoch 1254/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7740 - val_loss: 0.4917 - val_recall: 0.8137
Epoch 1255/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7817 - val_loss: 0.4950 - val_recall: 0.8235
Epoch 1256/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7788 - val_loss: 0.5028 - val_recall: 0.8235
Epoch 1257/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7775 - val_loss: 0.4961 - val_recall: 0.8064
Epoch 1258/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7800 - val_loss: 0.4924 - val_recall: 0.8137
Epoch 1259/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7794 - val_loss: 0.4945 - val_recall: 0.8113
Epoch 1260/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7754 - val_loss: 0.4982 - val_recall: 0.8137
Epoch 1261/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7876 - val_loss: 0.4974 - val_recall: 0.8211
Epoch 1262/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7855 - val_loss: 0.4860 - val_recall: 0.8113
Epoch 1263/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7828 - val_loss: 0.4973 - val_recall: 0.8235
Epoch 1264/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4997 - recall: 0.7775 - val_loss: 0.4933 - val_recall: 0.8137
Epoch 1265/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7769 - val_loss: 0.4965 - val_recall: 0.8186
Epoch 1266/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7775 - val_loss: 0.4976 - val_recall: 0.8137
Epoch 1267/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7767 - val_loss: 0.4906 - val_recall: 0.7990
Epoch 1268/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7869 - val_loss: 0.4932 - val_recall: 0.8015
Epoch 1269/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7788 - val_loss: 0.5061 - val_recall: 0.8211
Epoch 1270/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7825 - val_loss: 0.4966 - val_recall: 0.8186
Epoch 1271/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7794 - val_loss: 0.4926 - val_recall: 0.8113
Epoch 1272/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7752 - val_loss: 0.4994 - val_recall: 0.8064
Epoch 1273/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7784 - val_loss: 0.4984 - val_recall: 0.8039
Epoch 1274/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7802 - val_loss: 0.4984 - val_recall: 0.8162
Epoch 1275/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7815 - val_loss: 0.4987 - val_recall: 0.8039
Epoch 1276/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7786 - val_loss: 0.4898 - val_recall: 0.8064
Epoch 1277/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7846 - val_loss: 0.4929 - val_recall: 0.8015
Epoch 1278/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7851 - val_loss: 0.4869 - val_recall: 0.8039
Epoch 1279/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7742 - val_loss: 0.4974 - val_recall: 0.8113
Epoch 1280/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7913 - val_loss: 0.4878 - val_recall: 0.7990
Epoch 1281/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7807 - val_loss: 0.4982 - val_recall: 0.8137
Epoch 1282/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7788 - val_loss: 0.4998 - val_recall: 0.8064
Epoch 1283/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7767 - val_loss: 0.5017 - val_recall: 0.7990
Epoch 1284/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7794 - val_loss: 0.5064 - val_recall: 0.8039
Epoch 1285/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7817 - val_loss: 0.4925 - val_recall: 0.8113
Epoch 1286/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7815 - val_loss: 0.4885 - val_recall: 0.8064
Epoch 1287/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7792 - val_loss: 0.5051 - val_recall: 0.8039
Epoch 1288/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7733 - val_loss: 0.4937 - val_recall: 0.8015
Epoch 1289/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7725 - val_loss: 0.4935 - val_recall: 0.8039
Epoch 1290/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7679 - val_loss: 0.5049 - val_recall: 0.8137
Epoch 1291/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7790 - val_loss: 0.4866 - val_recall: 0.8015
Epoch 1292/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7861 - val_loss: 0.4911 - val_recall: 0.8064
Epoch 1293/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7719 - val_loss: 0.4909 - val_recall: 0.7990
Epoch 1294/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7813 - val_loss: 0.4950 - val_recall: 0.8064
Epoch 1295/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7844 - val_loss: 0.4940 - val_recall: 0.8064
Epoch 1296/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7817 - val_loss: 0.4869 - val_recall: 0.7966
Epoch 1297/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7721 - val_loss: 0.4843 - val_recall: 0.8088
Epoch 1298/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7756 - val_loss: 0.4990 - val_recall: 0.7892
Epoch 1299/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7947 - val_loss: 0.4954 - val_recall: 0.7990
Epoch 1300/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4948 - recall: 0.7712 - val_loss: 0.4967 - val_recall: 0.8113
Epoch 1301/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7733 - val_loss: 0.4972 - val_recall: 0.7941
Epoch 1302/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7752 - val_loss: 0.4940 - val_recall: 0.7990
Epoch 1303/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7903 - val_loss: 0.4994 - val_recall: 0.8137
Epoch 1304/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7926 - val_loss: 0.4953 - val_recall: 0.8088
Epoch 1305/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7905 - val_loss: 0.5015 - val_recall: 0.8162
Epoch 1306/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7855 - val_loss: 0.4937 - val_recall: 0.8064
Epoch 1307/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7851 - val_loss: 0.5041 - val_recall: 0.8137
Epoch 1308/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7882 - val_loss: 0.5030 - val_recall: 0.8235
Epoch 1309/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4958 - recall: 0.7978 - val_loss: 0.4942 - val_recall: 0.8039
Epoch 1310/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.8043 - val_loss: 0.5011 - val_recall: 0.8186
Epoch 1311/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.8095 - val_loss: 0.4956 - val_recall: 0.8211
Epoch 1312/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7882 - val_loss: 0.4979 - val_recall: 0.8039
Epoch 1313/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7976 - val_loss: 0.4975 - val_recall: 0.8235
Epoch 1314/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7846 - val_loss: 0.4828 - val_recall: 0.8088
Epoch 1315/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7888 - val_loss: 0.4944 - val_recall: 0.8260
Epoch 1316/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7867 - val_loss: 0.4937 - val_recall: 0.8235
Epoch 1317/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7848 - val_loss: 0.4969 - val_recall: 0.8162
Epoch 1318/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7936 - val_loss: 0.4943 - val_recall: 0.8186
Epoch 1319/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7840 - val_loss: 0.4984 - val_recall: 0.8211
Epoch 1320/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7844 - val_loss: 0.4900 - val_recall: 0.8235
Epoch 1321/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7823 - val_loss: 0.4929 - val_recall: 0.8064
Epoch 1322/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7761 - val_loss: 0.4966 - val_recall: 0.8113
Epoch 1323/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.8100 - val_loss: 0.4884 - val_recall: 0.8211
Epoch 1324/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7823 - val_loss: 0.4979 - val_recall: 0.8088
Epoch 1325/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7859 - val_loss: 0.4945 - val_recall: 0.8113
Epoch 1326/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4870 - recall: 0.7863 - val_loss: 0.4953 - val_recall: 0.8113
Epoch 1327/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7802 - val_loss: 0.4970 - val_recall: 0.8064
Epoch 1328/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7769 - val_loss: 0.4951 - val_recall: 0.8088
Epoch 1329/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7911 - val_loss: 0.5000 - val_recall: 0.8137
Epoch 1330/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7775 - val_loss: 0.5022 - val_recall: 0.8186
Epoch 1331/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7777 - val_loss: 0.5013 - val_recall: 0.8235
Epoch 1332/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7809 - val_loss: 0.4959 - val_recall: 0.8260
Epoch 1333/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4855 - recall: 0.7905 - val_loss: 0.4992 - val_recall: 0.8211
Epoch 1334/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7915 - val_loss: 0.4910 - val_recall: 0.8088
Epoch 1335/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7895 - val_loss: 0.4992 - val_recall: 0.8211
Epoch 1336/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7874 - val_loss: 0.4869 - val_recall: 0.8211
Epoch 1337/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7836 - val_loss: 0.4965 - val_recall: 0.8162
Epoch 1338/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7886 - val_loss: 0.4941 - val_recall: 0.8137
Epoch 1339/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4947 - recall: 0.7802 - val_loss: 0.5048 - val_recall: 0.8113
Epoch 1340/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7813 - val_loss: 0.5013 - val_recall: 0.8162
Epoch 1341/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4868 - recall: 0.7905 - val_loss: 0.5019 - val_recall: 0.8211
Epoch 1342/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7807 - val_loss: 0.4995 - val_recall: 0.8039
Epoch 1343/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7888 - val_loss: 0.5044 - val_recall: 0.8039
Epoch 1344/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7869 - val_loss: 0.4958 - val_recall: 0.8088
Epoch 1345/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7865 - val_loss: 0.5014 - val_recall: 0.8137
Epoch 1346/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7861 - val_loss: 0.5016 - val_recall: 0.8186
Epoch 1347/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7941 - val_loss: 0.4879 - val_recall: 0.8113
Epoch 1348/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7796 - val_loss: 0.4926 - val_recall: 0.8064
Epoch 1349/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7817 - val_loss: 0.5060 - val_recall: 0.8088
Epoch 1350/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7834 - val_loss: 0.4972 - val_recall: 0.8186
Epoch 1351/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7859 - val_loss: 0.4995 - val_recall: 0.8162
Epoch 1352/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7884 - val_loss: 0.4946 - val_recall: 0.8039
Epoch 1353/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7830 - val_loss: 0.5005 - val_recall: 0.8113
Epoch 1354/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7840 - val_loss: 0.4943 - val_recall: 0.8186
Epoch 1355/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7792 - val_loss: 0.5039 - val_recall: 0.8211
Epoch 1356/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4867 - recall: 0.7828 - val_loss: 0.4938 - val_recall: 0.8137
Epoch 1357/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7811 - val_loss: 0.4971 - val_recall: 0.8137
Epoch 1358/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7840 - val_loss: 0.5037 - val_recall: 0.8088
Epoch 1359/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7817 - val_loss: 0.4934 - val_recall: 0.8064
Epoch 1360/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7777 - val_loss: 0.5022 - val_recall: 0.8162
Epoch 1361/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7790 - val_loss: 0.4871 - val_recall: 0.8088
Epoch 1362/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7794 - val_loss: 0.5029 - val_recall: 0.8088
Epoch 1363/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4967 - recall: 0.7886 - val_loss: 0.4923 - val_recall: 0.8039
Epoch 1364/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7832 - val_loss: 0.4935 - val_recall: 0.8260
Epoch 1365/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7878 - val_loss: 0.4916 - val_recall: 0.8137
Epoch 1366/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4859 - recall: 0.7861 - val_loss: 0.4987 - val_recall: 0.8064
Epoch 1367/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4955 - recall: 0.7802 - val_loss: 0.5041 - val_recall: 0.8088
Epoch 1368/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7832 - val_loss: 0.4887 - val_recall: 0.8113
Epoch 1369/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7882 - val_loss: 0.4925 - val_recall: 0.8162
Epoch 1370/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7796 - val_loss: 0.4966 - val_recall: 0.8137
Epoch 1371/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7821 - val_loss: 0.4946 - val_recall: 0.7990
Epoch 1372/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7807 - val_loss: 0.5008 - val_recall: 0.8088
Epoch 1373/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7848 - val_loss: 0.4973 - val_recall: 0.8113
Epoch 1374/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7863 - val_loss: 0.4894 - val_recall: 0.7990
Epoch 1375/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7840 - val_loss: 0.4984 - val_recall: 0.8186
Epoch 1376/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7763 - val_loss: 0.5058 - val_recall: 0.8211
Epoch 1377/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4857 - recall: 0.8035 - val_loss: 0.5023 - val_recall: 0.8186
Epoch 1378/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7842 - val_loss: 0.4940 - val_recall: 0.8211
Epoch 1379/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4853 - recall: 0.7840 - val_loss: 0.4939 - val_recall: 0.8137
Epoch 1380/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7869 - val_loss: 0.5035 - val_recall: 0.8137
Epoch 1381/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4943 - recall: 0.7792 - val_loss: 0.4908 - val_recall: 0.8113
Epoch 1382/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7928 - val_loss: 0.5084 - val_recall: 0.8260
Epoch 1383/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7836 - val_loss: 0.4976 - val_recall: 0.8088
Epoch 1384/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7851 - val_loss: 0.4890 - val_recall: 0.8113
Epoch 1385/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4849 - recall: 0.7901 - val_loss: 0.4981 - val_recall: 0.8137
Epoch 1386/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7832 - val_loss: 0.5043 - val_recall: 0.8186
Epoch 1387/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.8081 - val_loss: 0.4952 - val_recall: 0.8162
Epoch 1388/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7828 - val_loss: 0.4935 - val_recall: 0.8137
Epoch 1389/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7817 - val_loss: 0.5009 - val_recall: 0.8186
Epoch 1390/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7892 - val_loss: 0.4985 - val_recall: 0.8064
Epoch 1391/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7895 - val_loss: 0.4997 - val_recall: 0.8113
Epoch 1392/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7909 - val_loss: 0.4899 - val_recall: 0.8186
Epoch 1393/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7846 - val_loss: 0.5012 - val_recall: 0.8211
Epoch 1394/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7792 - val_loss: 0.4982 - val_recall: 0.8186
Epoch 1395/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7807 - val_loss: 0.5005 - val_recall: 0.8162
Epoch 1396/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7836 - val_loss: 0.4964 - val_recall: 0.8186
Epoch 1397/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7867 - val_loss: 0.4913 - val_recall: 0.8064
Epoch 1398/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7853 - val_loss: 0.4981 - val_recall: 0.8088
Epoch 1399/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7982 - val_loss: 0.5013 - val_recall: 0.8235
Epoch 1400/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7913 - val_loss: 0.5101 - val_recall: 0.8211
Epoch 1401/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.8070 - val_loss: 0.5032 - val_recall: 0.8162
Epoch 1402/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.8089 - val_loss: 0.5029 - val_recall: 0.8235
Epoch 1403/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7890 - val_loss: 0.5099 - val_recall: 0.8186
Epoch 1404/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7976 - val_loss: 0.4943 - val_recall: 0.8064
Epoch 1405/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7878 - val_loss: 0.5019 - val_recall: 0.8113
Epoch 1406/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7974 - val_loss: 0.4932 - val_recall: 0.8113
Epoch 1407/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7823 - val_loss: 0.4956 - val_recall: 0.8137
Epoch 1408/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7794 - val_loss: 0.5062 - val_recall: 0.8162
Epoch 1409/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7968 - val_loss: 0.5006 - val_recall: 0.8186
Epoch 1410/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7901 - val_loss: 0.5010 - val_recall: 0.8113
Epoch 1411/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.8024 - val_loss: 0.4929 - val_recall: 0.8088
Epoch 1412/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7907 - val_loss: 0.5025 - val_recall: 0.8211
Epoch 1413/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4840 - recall: 0.7968 - val_loss: 0.4954 - val_recall: 0.8113
Epoch 1414/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7786 - val_loss: 0.4998 - val_recall: 0.8137
Epoch 1415/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4937 - recall: 0.7790 - val_loss: 0.5045 - val_recall: 0.8186
Epoch 1416/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7876 - val_loss: 0.4975 - val_recall: 0.8162
Epoch 1417/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7936 - val_loss: 0.4904 - val_recall: 0.8113
Epoch 1418/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7903 - val_loss: 0.4903 - val_recall: 0.8137
Epoch 1419/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7863 - val_loss: 0.4983 - val_recall: 0.8088
Epoch 1420/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7836 - val_loss: 0.4986 - val_recall: 0.8113
Epoch 1421/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4840 - recall: 0.7928 - val_loss: 0.4979 - val_recall: 0.8113
Epoch 1422/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7871 - val_loss: 0.5094 - val_recall: 0.8186
Epoch 1423/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7828 - val_loss: 0.4986 - val_recall: 0.8088
Epoch 1424/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7874 - val_loss: 0.4905 - val_recall: 0.8162
Epoch 1425/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7936 - val_loss: 0.5032 - val_recall: 0.8137
Epoch 1426/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7878 - val_loss: 0.5007 - val_recall: 0.8113
Epoch 1427/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7874 - val_loss: 0.4967 - val_recall: 0.8137
Epoch 1428/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7911 - val_loss: 0.5023 - val_recall: 0.8162
Epoch 1429/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7880 - val_loss: 0.4963 - val_recall: 0.8088
Epoch 1430/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7909 - val_loss: 0.4986 - val_recall: 0.8064
Epoch 1431/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7895 - val_loss: 0.4982 - val_recall: 0.8162
Epoch 1432/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7857 - val_loss: 0.4873 - val_recall: 0.8113
Epoch 1433/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7823 - val_loss: 0.4965 - val_recall: 0.8113
Epoch 1434/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7840 - val_loss: 0.5009 - val_recall: 0.8088
Epoch 1435/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7840 - val_loss: 0.4962 - val_recall: 0.8137
Epoch 1436/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7867 - val_loss: 0.4999 - val_recall: 0.8162
Epoch 1437/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7880 - val_loss: 0.4901 - val_recall: 0.8186
Epoch 1438/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7802 - val_loss: 0.4974 - val_recall: 0.8088
Epoch 1439/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7765 - val_loss: 0.4973 - val_recall: 0.8113
Epoch 1440/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7771 - val_loss: 0.5051 - val_recall: 0.8186
Epoch 1441/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7936 - val_loss: 0.4905 - val_recall: 0.8015
Epoch 1442/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7828 - val_loss: 0.5055 - val_recall: 0.8162
Epoch 1443/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7876 - val_loss: 0.4944 - val_recall: 0.8113
Epoch 1444/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7769 - val_loss: 0.4978 - val_recall: 0.8162
Epoch 1445/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.8043 - val_loss: 0.4953 - val_recall: 0.8186
Epoch 1446/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7811 - val_loss: 0.5047 - val_recall: 0.8113
Epoch 1447/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4849 - recall: 0.7859 - val_loss: 0.4951 - val_recall: 0.8113
Epoch 1448/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7859 - val_loss: 0.4969 - val_recall: 0.8162
Epoch 1449/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7905 - val_loss: 0.5069 - val_recall: 0.8260
Epoch 1450/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7959 - val_loss: 0.5033 - val_recall: 0.8186
Epoch 1451/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7941 - val_loss: 0.4997 - val_recall: 0.8137
Epoch 1452/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7848 - val_loss: 0.4990 - val_recall: 0.8211
Epoch 1453/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7867 - val_loss: 0.5063 - val_recall: 0.8137
Epoch 1454/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7817 - val_loss: 0.4972 - val_recall: 0.8113
Epoch 1455/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7834 - val_loss: 0.4979 - val_recall: 0.8162
Epoch 1456/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7882 - val_loss: 0.5035 - val_recall: 0.8162
Epoch 1457/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7876 - val_loss: 0.5010 - val_recall: 0.8113
Epoch 1458/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7926 - val_loss: 0.4994 - val_recall: 0.8162
Epoch 1459/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7918 - val_loss: 0.4932 - val_recall: 0.8088
Epoch 1460/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7859 - val_loss: 0.5046 - val_recall: 0.8211
Epoch 1461/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7807 - val_loss: 0.4943 - val_recall: 0.8162
Epoch 1462/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7909 - val_loss: 0.4980 - val_recall: 0.8186
Epoch 1463/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7830 - val_loss: 0.4989 - val_recall: 0.8015
Epoch 1464/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7972 - val_loss: 0.4989 - val_recall: 0.8162
Epoch 1465/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7876 - val_loss: 0.5013 - val_recall: 0.8162
Epoch 1466/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7828 - val_loss: 0.5028 - val_recall: 0.8186
Epoch 1467/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7863 - val_loss: 0.4974 - val_recall: 0.8186
Epoch 1468/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7836 - val_loss: 0.5034 - val_recall: 0.8186
Epoch 1469/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7859 - val_loss: 0.5011 - val_recall: 0.8211
Epoch 1470/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7911 - val_loss: 0.4902 - val_recall: 0.8235
Epoch 1471/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7903 - val_loss: 0.4956 - val_recall: 0.8235
Epoch 1472/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7982 - val_loss: 0.4972 - val_recall: 0.8211
Epoch 1473/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7876 - val_loss: 0.5016 - val_recall: 0.8284
Epoch 1474/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7957 - val_loss: 0.5044 - val_recall: 0.8284
Epoch 1475/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7846 - val_loss: 0.4977 - val_recall: 0.8064
Epoch 1476/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7901 - val_loss: 0.5016 - val_recall: 0.8162
Epoch 1477/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7892 - val_loss: 0.5013 - val_recall: 0.8235
Epoch 1478/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7863 - val_loss: 0.4957 - val_recall: 0.8211
Epoch 1479/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7913 - val_loss: 0.4933 - val_recall: 0.8137
Epoch 1480/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7980 - val_loss: 0.4990 - val_recall: 0.8211
Epoch 1481/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7922 - val_loss: 0.4981 - val_recall: 0.8235
Epoch 1482/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7890 - val_loss: 0.5001 - val_recall: 0.8260
Epoch 1483/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7842 - val_loss: 0.4966 - val_recall: 0.8137
Epoch 1484/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.8081 - val_loss: 0.4972 - val_recall: 0.8088
Epoch 1485/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7918 - val_loss: 0.5021 - val_recall: 0.8211
Epoch 1486/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7836 - val_loss: 0.4963 - val_recall: 0.8186
Epoch 1487/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7882 - val_loss: 0.4969 - val_recall: 0.8235
Epoch 1488/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.8033 - val_loss: 0.4913 - val_recall: 0.8260
Epoch 1489/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7980 - val_loss: 0.5084 - val_recall: 0.8260
Epoch 1490/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7911 - val_loss: 0.4919 - val_recall: 0.8211
Epoch 1491/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7807 - val_loss: 0.4999 - val_recall: 0.8235
Epoch 1492/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7886 - val_loss: 0.4861 - val_recall: 0.8088
Epoch 1493/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7853 - val_loss: 0.5026 - val_recall: 0.8211
Epoch 1494/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7943 - val_loss: 0.4943 - val_recall: 0.8211
Epoch 1495/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7844 - val_loss: 0.5014 - val_recall: 0.8186
Epoch 1496/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7863 - val_loss: 0.5040 - val_recall: 0.8260
Epoch 1497/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.8018 - val_loss: 0.5012 - val_recall: 0.8260
Epoch 1498/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.8152 - val_loss: 0.5042 - val_recall: 0.8211
Epoch 1499/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7930 - val_loss: 0.4996 - val_recall: 0.8211
Epoch 1500/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7840 - val_loss: 0.5017 - val_recall: 0.8186
Epoch 1501/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7838 - val_loss: 0.4981 - val_recall: 0.8211
Epoch 1502/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7842 - val_loss: 0.5012 - val_recall: 0.8186
Epoch 1503/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4874 - recall: 0.7828 - val_loss: 0.5026 - val_recall: 0.8260
Epoch 1504/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7932 - val_loss: 0.4969 - val_recall: 0.8235
Epoch 1505/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7848 - val_loss: 0.4993 - val_recall: 0.8186
Epoch 1506/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4940 - recall: 0.7790 - val_loss: 0.4991 - val_recall: 0.8186
Epoch 1507/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4855 - recall: 0.7874 - val_loss: 0.4979 - val_recall: 0.8260
Epoch 1508/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7798 - val_loss: 0.4996 - val_recall: 0.8186
Epoch 1509/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7867 - val_loss: 0.4955 - val_recall: 0.8235
Epoch 1510/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7729 - val_loss: 0.5022 - val_recall: 0.8088
Epoch 1511/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7821 - val_loss: 0.4934 - val_recall: 0.8113
Epoch 1512/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7972 - val_loss: 0.4985 - val_recall: 0.8113
Epoch 1513/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7828 - val_loss: 0.5020 - val_recall: 0.8186
Epoch 1514/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7765 - val_loss: 0.4944 - val_recall: 0.8162
Epoch 1515/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7802 - val_loss: 0.5126 - val_recall: 0.8260
Epoch 1516/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.8062 - val_loss: 0.4972 - val_recall: 0.8162
Epoch 1517/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7846 - val_loss: 0.5012 - val_recall: 0.8162
Epoch 1518/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7859 - val_loss: 0.5054 - val_recall: 0.8162
Epoch 1519/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7993 - val_loss: 0.4962 - val_recall: 0.8088
Epoch 1520/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7993 - val_loss: 0.4946 - val_recall: 0.8162
Epoch 1521/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7825 - val_loss: 0.5020 - val_recall: 0.8137
Epoch 1522/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7784 - val_loss: 0.5066 - val_recall: 0.8162
Epoch 1523/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4855 - recall: 0.7895 - val_loss: 0.4922 - val_recall: 0.8064
Epoch 1524/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.8116 - val_loss: 0.5028 - val_recall: 0.8186
Epoch 1525/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7915 - val_loss: 0.5028 - val_recall: 0.8088
Epoch 1526/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7895 - val_loss: 0.5074 - val_recall: 0.8211
Epoch 1527/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7834 - val_loss: 0.5081 - val_recall: 0.8162
Epoch 1528/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7993 - val_loss: 0.5028 - val_recall: 0.8137
Epoch 1529/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7991 - val_loss: 0.4953 - val_recall: 0.8088
Epoch 1530/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7834 - val_loss: 0.4953 - val_recall: 0.8064
Epoch 1531/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.8070 - val_loss: 0.5056 - val_recall: 0.8211
Epoch 1532/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.8075 - val_loss: 0.4994 - val_recall: 0.8064
Epoch 1533/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.8121 - val_loss: 0.5037 - val_recall: 0.8211
Epoch 1534/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.8037 - val_loss: 0.5023 - val_recall: 0.8186
Epoch 1535/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.8196 - val_loss: 0.5092 - val_recall: 0.8284
Epoch 1536/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.8257 - val_loss: 0.5008 - val_recall: 0.8284
Epoch 1537/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.8196 - val_loss: 0.4984 - val_recall: 0.8162
Epoch 1538/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.8248 - val_loss: 0.4992 - val_recall: 0.8284
Epoch 1539/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4868 - recall: 0.7999 - val_loss: 0.5028 - val_recall: 0.8235
Epoch 1540/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.8121 - val_loss: 0.4935 - val_recall: 0.8162
Epoch 1541/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7855 - val_loss: 0.5008 - val_recall: 0.8235
Epoch 1542/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7987 - val_loss: 0.5066 - val_recall: 0.8284
Epoch 1543/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7982 - val_loss: 0.4999 - val_recall: 0.8088
Epoch 1544/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.8043 - val_loss: 0.4950 - val_recall: 0.8162
Epoch 1545/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7861 - val_loss: 0.4985 - val_recall: 0.8113
Epoch 1546/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7886 - val_loss: 0.5000 - val_recall: 0.8235
Epoch 1547/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7880 - val_loss: 0.5053 - val_recall: 0.8235
Epoch 1548/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7821 - val_loss: 0.5057 - val_recall: 0.8137
Epoch 1549/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7890 - val_loss: 0.5049 - val_recall: 0.8211
Epoch 1550/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4967 - recall: 0.8014 - val_loss: 0.4933 - val_recall: 0.8113
Epoch 1551/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7869 - val_loss: 0.4994 - val_recall: 0.8137
Epoch 1552/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7838 - val_loss: 0.5042 - val_recall: 0.8064
Epoch 1553/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7838 - val_loss: 0.4944 - val_recall: 0.8088
Epoch 1554/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7970 - val_loss: 0.5030 - val_recall: 0.8162
Epoch 1555/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.8035 - val_loss: 0.4921 - val_recall: 0.8186
Epoch 1556/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7972 - val_loss: 0.5047 - val_recall: 0.8235
Epoch 1557/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7897 - val_loss: 0.4991 - val_recall: 0.8113
Epoch 1558/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4932 - recall: 0.7897 - val_loss: 0.5002 - val_recall: 0.8137
Epoch 1559/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.8062 - val_loss: 0.4960 - val_recall: 0.8162
Epoch 1560/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7888 - val_loss: 0.4961 - val_recall: 0.8113
Epoch 1561/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4856 - recall: 0.7899 - val_loss: 0.5025 - val_recall: 0.8235
Epoch 1562/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7890 - val_loss: 0.4960 - val_recall: 0.8162
Epoch 1563/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7851 - val_loss: 0.4967 - val_recall: 0.8137
Epoch 1564/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4870 - recall: 0.7848 - val_loss: 0.5031 - val_recall: 0.8235
Epoch 1565/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7855 - val_loss: 0.5017 - val_recall: 0.8260
Epoch 1566/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.8054 - val_loss: 0.4959 - val_recall: 0.8137
Epoch 1567/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4959 - recall: 0.7823 - val_loss: 0.5009 - val_recall: 0.8137
Epoch 1568/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7878 - val_loss: 0.4983 - val_recall: 0.8113
Epoch 1569/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7828 - val_loss: 0.5024 - val_recall: 0.8235
Epoch 1570/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7853 - val_loss: 0.5065 - val_recall: 0.8211
Epoch 1571/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7865 - val_loss: 0.4988 - val_recall: 0.8186
Epoch 1572/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7920 - val_loss: 0.4923 - val_recall: 0.8113
Epoch 1573/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7928 - val_loss: 0.5022 - val_recall: 0.8186
Epoch 1574/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7830 - val_loss: 0.4997 - val_recall: 0.8186
Epoch 1575/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7832 - val_loss: 0.5000 - val_recall: 0.8113
Epoch 1576/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7901 - val_loss: 0.4924 - val_recall: 0.8039
Epoch 1577/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7855 - val_loss: 0.4917 - val_recall: 0.8039
Epoch 1578/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7819 - val_loss: 0.4996 - val_recall: 0.8088
Epoch 1579/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7840 - val_loss: 0.5117 - val_recall: 0.8186
Epoch 1580/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7832 - val_loss: 0.4997 - val_recall: 0.8113
Epoch 1581/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4859 - recall: 0.7911 - val_loss: 0.5031 - val_recall: 0.8162
Epoch 1582/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7943 - val_loss: 0.4884 - val_recall: 0.8162
Epoch 1583/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7903 - val_loss: 0.5019 - val_recall: 0.8162
Epoch 1584/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7905 - val_loss: 0.5033 - val_recall: 0.8186
Epoch 1585/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7892 - val_loss: 0.5022 - val_recall: 0.8137
Epoch 1586/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7897 - val_loss: 0.4917 - val_recall: 0.8186
Epoch 1587/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7874 - val_loss: 0.4943 - val_recall: 0.8137
Epoch 1588/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7851 - val_loss: 0.4907 - val_recall: 0.8162
Epoch 1589/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7838 - val_loss: 0.5066 - val_recall: 0.8235
Epoch 1590/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7878 - val_loss: 0.5120 - val_recall: 0.8333
Epoch 1591/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7861 - val_loss: 0.5039 - val_recall: 0.8162
Epoch 1592/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7886 - val_loss: 0.5022 - val_recall: 0.8137
Epoch 1593/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4856 - recall: 0.7892 - val_loss: 0.4962 - val_recall: 0.8113
Epoch 1594/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7840 - val_loss: 0.4983 - val_recall: 0.8088
Epoch 1595/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7892 - val_loss: 0.4960 - val_recall: 0.8162
Epoch 1596/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7838 - val_loss: 0.4906 - val_recall: 0.8137
Epoch 1597/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7869 - val_loss: 0.5051 - val_recall: 0.8113
Epoch 1598/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7748 - val_loss: 0.5088 - val_recall: 0.8162
Epoch 1599/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7836 - val_loss: 0.4998 - val_recall: 0.8211
Epoch 1600/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7871 - val_loss: 0.4879 - val_recall: 0.8137
Epoch 1601/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7871 - val_loss: 0.4857 - val_recall: 0.8064
Epoch 1602/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4879 - recall: 0.7788 - val_loss: 0.4952 - val_recall: 0.8162
Epoch 1603/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7918 - val_loss: 0.5016 - val_recall: 0.8186
Epoch 1604/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7800 - val_loss: 0.5027 - val_recall: 0.8162
Epoch 1605/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7800 - val_loss: 0.4990 - val_recall: 0.8137
Epoch 1606/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7805 - val_loss: 0.5067 - val_recall: 0.8260
Epoch 1607/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4847 - recall: 0.8045 - val_loss: 0.4929 - val_recall: 0.7966
Epoch 1608/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7784 - val_loss: 0.5060 - val_recall: 0.8113
Epoch 1609/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7832 - val_loss: 0.4950 - val_recall: 0.8064
Epoch 1610/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7855 - val_loss: 0.5030 - val_recall: 0.8211
Epoch 1611/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7857 - val_loss: 0.5059 - val_recall: 0.8064
Epoch 1612/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7786 - val_loss: 0.5009 - val_recall: 0.7990
Epoch 1613/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7819 - val_loss: 0.5146 - val_recall: 0.8260
Epoch 1614/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7976 - val_loss: 0.5010 - val_recall: 0.8088
Epoch 1615/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7821 - val_loss: 0.4974 - val_recall: 0.8137
Epoch 1616/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7846 - val_loss: 0.4979 - val_recall: 0.8113
Epoch 1617/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7796 - val_loss: 0.4974 - val_recall: 0.8137
Epoch 1618/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7920 - val_loss: 0.4932 - val_recall: 0.8137
Epoch 1619/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7838 - val_loss: 0.4978 - val_recall: 0.8137
Epoch 1620/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4945 - recall: 0.7800 - val_loss: 0.5039 - val_recall: 0.8015
Epoch 1621/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7941 - val_loss: 0.5024 - val_recall: 0.8137
Epoch 1622/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7805 - val_loss: 0.5058 - val_recall: 0.8137
Epoch 1623/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4934 - recall: 0.7848 - val_loss: 0.4968 - val_recall: 0.8088
Epoch 1624/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7861 - val_loss: 0.5111 - val_recall: 0.8113
Epoch 1625/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4944 - recall: 0.7838 - val_loss: 0.5006 - val_recall: 0.8137
Epoch 1626/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4957 - recall: 0.7767 - val_loss: 0.4970 - val_recall: 0.8162
Epoch 1627/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7842 - val_loss: 0.5022 - val_recall: 0.8113
Epoch 1628/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4941 - recall: 0.7771 - val_loss: 0.4998 - val_recall: 0.8162
Epoch 1629/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7752 - val_loss: 0.4929 - val_recall: 0.8113
Epoch 1630/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7846 - val_loss: 0.4999 - val_recall: 0.8211
Epoch 1631/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7830 - val_loss: 0.5013 - val_recall: 0.8162
Epoch 1632/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7871 - val_loss: 0.4986 - val_recall: 0.8162
Epoch 1633/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7901 - val_loss: 0.4969 - val_recall: 0.8235
Epoch 1634/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7880 - val_loss: 0.4935 - val_recall: 0.8137
Epoch 1635/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7819 - val_loss: 0.4923 - val_recall: 0.8162
Epoch 1636/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7857 - val_loss: 0.4955 - val_recall: 0.8162
Epoch 1637/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4958 - recall: 0.7807 - val_loss: 0.5062 - val_recall: 0.8235
Epoch 1638/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7807 - val_loss: 0.5006 - val_recall: 0.8137
Epoch 1639/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7869 - val_loss: 0.4934 - val_recall: 0.8113
Epoch 1640/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7786 - val_loss: 0.5021 - val_recall: 0.8088
Epoch 1641/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7844 - val_loss: 0.5029 - val_recall: 0.8162
Epoch 1642/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7886 - val_loss: 0.5073 - val_recall: 0.8260
Epoch 1643/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7884 - val_loss: 0.4968 - val_recall: 0.8186
Epoch 1644/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7855 - val_loss: 0.4977 - val_recall: 0.8088
Epoch 1645/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7788 - val_loss: 0.5076 - val_recall: 0.8162
Epoch 1646/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7848 - val_loss: 0.4980 - val_recall: 0.8088
Epoch 1647/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7897 - val_loss: 0.4945 - val_recall: 0.8088
Epoch 1648/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7846 - val_loss: 0.5037 - val_recall: 0.8113
Epoch 1649/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7846 - val_loss: 0.4963 - val_recall: 0.8088
Epoch 1650/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7880 - val_loss: 0.4935 - val_recall: 0.8113
Epoch 1651/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7846 - val_loss: 0.5066 - val_recall: 0.8137
Epoch 1652/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7865 - val_loss: 0.5046 - val_recall: 0.8113
Epoch 1653/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7781 - val_loss: 0.4962 - val_recall: 0.8064
Epoch 1654/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7861 - val_loss: 0.5000 - val_recall: 0.8162
Epoch 1655/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7834 - val_loss: 0.4951 - val_recall: 0.8064
Epoch 1656/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7794 - val_loss: 0.4979 - val_recall: 0.8088
Epoch 1657/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7813 - val_loss: 0.4923 - val_recall: 0.8039
Epoch 1658/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7807 - val_loss: 0.5027 - val_recall: 0.8162
Epoch 1659/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7823 - val_loss: 0.4962 - val_recall: 0.7990
Epoch 1660/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7855 - val_loss: 0.4997 - val_recall: 0.8039
Epoch 1661/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7756 - val_loss: 0.5056 - val_recall: 0.8015
Epoch 1662/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7844 - val_loss: 0.5004 - val_recall: 0.8064
Epoch 1663/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7888 - val_loss: 0.5175 - val_recall: 0.8186
Epoch 1664/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7830 - val_loss: 0.4977 - val_recall: 0.8113
Epoch 1665/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7869 - val_loss: 0.4987 - val_recall: 0.8015
Epoch 1666/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7809 - val_loss: 0.4996 - val_recall: 0.8064
Epoch 1667/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7832 - val_loss: 0.4919 - val_recall: 0.8186
Epoch 1668/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4954 - recall: 0.7848 - val_loss: 0.4874 - val_recall: 0.8039
Epoch 1669/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7830 - val_loss: 0.5064 - val_recall: 0.8039
Epoch 1670/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7830 - val_loss: 0.4994 - val_recall: 0.8137
Epoch 1671/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7920 - val_loss: 0.4884 - val_recall: 0.7941
Epoch 1672/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7746 - val_loss: 0.5019 - val_recall: 0.8064
Epoch 1673/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7874 - val_loss: 0.4951 - val_recall: 0.7990
Epoch 1674/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7815 - val_loss: 0.4928 - val_recall: 0.8186
Epoch 1675/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4868 - recall: 0.7911 - val_loss: 0.4911 - val_recall: 0.8113
Epoch 1676/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7842 - val_loss: 0.4966 - val_recall: 0.8113
Epoch 1677/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7876 - val_loss: 0.4962 - val_recall: 0.8137
Epoch 1678/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7811 - val_loss: 0.4985 - val_recall: 0.8162
Epoch 1679/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7811 - val_loss: 0.4989 - val_recall: 0.8235
Epoch 1680/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7805 - val_loss: 0.4978 - val_recall: 0.8211
Epoch 1681/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7813 - val_loss: 0.4956 - val_recall: 0.8113
Epoch 1682/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7815 - val_loss: 0.5006 - val_recall: 0.8088
Epoch 1683/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4851 - recall: 0.7911 - val_loss: 0.5030 - val_recall: 0.8039
Epoch 1684/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7882 - val_loss: 0.4971 - val_recall: 0.8113
Epoch 1685/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7838 - val_loss: 0.4906 - val_recall: 0.8113
Epoch 1686/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4942 - recall: 0.7788 - val_loss: 0.4989 - val_recall: 0.8064
Epoch 1687/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7982 - val_loss: 0.4984 - val_recall: 0.8113
Epoch 1688/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7886 - val_loss: 0.4990 - val_recall: 0.8088
Epoch 1689/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7853 - val_loss: 0.5004 - val_recall: 0.8113
Epoch 1690/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7861 - val_loss: 0.5001 - val_recall: 0.8186
Epoch 1691/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4927 - recall: 0.7800 - val_loss: 0.4956 - val_recall: 0.8186
Epoch 1692/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7855 - val_loss: 0.4983 - val_recall: 0.8162
Epoch 1693/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7830 - val_loss: 0.5046 - val_recall: 0.8186
Epoch 1694/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7840 - val_loss: 0.4986 - val_recall: 0.8186
Epoch 1695/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4859 - recall: 0.7897 - val_loss: 0.4992 - val_recall: 0.8162
Epoch 1696/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7796 - val_loss: 0.4937 - val_recall: 0.8137
Epoch 1697/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7861 - val_loss: 0.5031 - val_recall: 0.8088
Epoch 1698/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7800 - val_loss: 0.5069 - val_recall: 0.8186
Epoch 1699/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7886 - val_loss: 0.4989 - val_recall: 0.8064
Epoch 1700/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7800 - val_loss: 0.4948 - val_recall: 0.8137
Epoch 1701/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7863 - val_loss: 0.4975 - val_recall: 0.8186
Epoch 1702/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4837 - recall: 0.7897 - val_loss: 0.5007 - val_recall: 0.8088
Epoch 1703/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4844 - recall: 0.7886 - val_loss: 0.4933 - val_recall: 0.7990
Epoch 1704/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4809 - recall: 0.7869 - val_loss: 0.4952 - val_recall: 0.8088
Epoch 1705/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7880 - val_loss: 0.4995 - val_recall: 0.8137
Epoch 1706/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7892 - val_loss: 0.5067 - val_recall: 0.8186
Epoch 1707/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7855 - val_loss: 0.4915 - val_recall: 0.8088
Epoch 1708/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7878 - val_loss: 0.5013 - val_recall: 0.8088
Epoch 1709/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7863 - val_loss: 0.4847 - val_recall: 0.7990
Epoch 1710/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7859 - val_loss: 0.4966 - val_recall: 0.8137
Epoch 1711/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7915 - val_loss: 0.4988 - val_recall: 0.8015
Epoch 1712/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7819 - val_loss: 0.4968 - val_recall: 0.8064
Epoch 1713/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7828 - val_loss: 0.4991 - val_recall: 0.8162
Epoch 1714/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7838 - val_loss: 0.4924 - val_recall: 0.8039
Epoch 1715/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4822 - recall: 0.7913 - val_loss: 0.4889 - val_recall: 0.8113
Epoch 1716/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7840 - val_loss: 0.5014 - val_recall: 0.8113
Epoch 1717/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7848 - val_loss: 0.4942 - val_recall: 0.8113
Epoch 1718/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7832 - val_loss: 0.4908 - val_recall: 0.8088
Epoch 1719/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7790 - val_loss: 0.4980 - val_recall: 0.8088
Epoch 1720/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7865 - val_loss: 0.4952 - val_recall: 0.8162
Epoch 1721/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7880 - val_loss: 0.4989 - val_recall: 0.8162
Epoch 1722/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7861 - val_loss: 0.5035 - val_recall: 0.8137
Epoch 1723/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7773 - val_loss: 0.5044 - val_recall: 0.8137
Epoch 1724/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7844 - val_loss: 0.4970 - val_recall: 0.8088
Epoch 1725/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4860 - recall: 0.7922 - val_loss: 0.5055 - val_recall: 0.8088
Epoch 1726/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7882 - val_loss: 0.4899 - val_recall: 0.8088
Epoch 1727/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7821 - val_loss: 0.5049 - val_recall: 0.8088
Epoch 1728/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4870 - recall: 0.7901 - val_loss: 0.4963 - val_recall: 0.8113
Epoch 1729/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7848 - val_loss: 0.4987 - val_recall: 0.8088
Epoch 1730/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7784 - val_loss: 0.4917 - val_recall: 0.8064
Epoch 1731/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7807 - val_loss: 0.5043 - val_recall: 0.8137
Epoch 1732/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7844 - val_loss: 0.4995 - val_recall: 0.8137
Epoch 1733/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4860 - recall: 0.7859 - val_loss: 0.4979 - val_recall: 0.8064
Epoch 1734/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7784 - val_loss: 0.4951 - val_recall: 0.8113
Epoch 1735/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7754 - val_loss: 0.5015 - val_recall: 0.8064
Epoch 1736/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7851 - val_loss: 0.4903 - val_recall: 0.8088
Epoch 1737/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7838 - val_loss: 0.5029 - val_recall: 0.8137
Epoch 1738/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7865 - val_loss: 0.4991 - val_recall: 0.8186
Epoch 1739/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7882 - val_loss: 0.4941 - val_recall: 0.8137
Epoch 1740/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7848 - val_loss: 0.4894 - val_recall: 0.8137
Epoch 1741/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4860 - recall: 0.7855 - val_loss: 0.4927 - val_recall: 0.8113
Epoch 1742/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4856 - recall: 0.7920 - val_loss: 0.4941 - val_recall: 0.8137
Epoch 1743/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7794 - val_loss: 0.4995 - val_recall: 0.8113
Epoch 1744/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7846 - val_loss: 0.4969 - val_recall: 0.8064
Epoch 1745/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4856 - recall: 0.7903 - val_loss: 0.4987 - val_recall: 0.8113
Epoch 1746/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7836 - val_loss: 0.5016 - val_recall: 0.8064
Epoch 1747/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7855 - val_loss: 0.4892 - val_recall: 0.8039
Epoch 1748/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7834 - val_loss: 0.4955 - val_recall: 0.8186
Epoch 1749/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4850 - recall: 0.7823 - val_loss: 0.4894 - val_recall: 0.8064
Epoch 1750/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7809 - val_loss: 0.5015 - val_recall: 0.8162
Epoch 1751/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7903 - val_loss: 0.4980 - val_recall: 0.8162
Epoch 1752/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7851 - val_loss: 0.4940 - val_recall: 0.8137
Epoch 1753/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7861 - val_loss: 0.5050 - val_recall: 0.8064
Epoch 1754/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7834 - val_loss: 0.5012 - val_recall: 0.8137
Epoch 1755/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7825 - val_loss: 0.4993 - val_recall: 0.8186
Epoch 1756/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7859 - val_loss: 0.4995 - val_recall: 0.8088
Epoch 1757/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7815 - val_loss: 0.5034 - val_recall: 0.8137
Epoch 1758/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7836 - val_loss: 0.5132 - val_recall: 0.8088
Epoch 1759/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7802 - val_loss: 0.5023 - val_recall: 0.8211
Epoch 1760/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4854 - recall: 0.7918 - val_loss: 0.4935 - val_recall: 0.8113
Epoch 1761/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7886 - val_loss: 0.5057 - val_recall: 0.8137
Epoch 1762/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7888 - val_loss: 0.4901 - val_recall: 0.8137
Epoch 1763/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7874 - val_loss: 0.4991 - val_recall: 0.8186
Epoch 1764/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4949 - recall: 0.7807 - val_loss: 0.5151 - val_recall: 0.8186
Epoch 1765/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7934 - val_loss: 0.4986 - val_recall: 0.8113
Epoch 1766/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7832 - val_loss: 0.5031 - val_recall: 0.8162
Epoch 1767/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7909 - val_loss: 0.4871 - val_recall: 0.8064
Epoch 1768/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7844 - val_loss: 0.5056 - val_recall: 0.8162
Epoch 1769/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7871 - val_loss: 0.4968 - val_recall: 0.8162
Epoch 1770/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7773 - val_loss: 0.4978 - val_recall: 0.8162
Epoch 1771/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7823 - val_loss: 0.4971 - val_recall: 0.8211
Epoch 1772/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4847 - recall: 0.7920 - val_loss: 0.4971 - val_recall: 0.8162
Epoch 1773/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4845 - recall: 0.7865 - val_loss: 0.4985 - val_recall: 0.8064
Epoch 1774/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7784 - val_loss: 0.4916 - val_recall: 0.8137
Epoch 1775/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7855 - val_loss: 0.4996 - val_recall: 0.8113
Epoch 1776/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7781 - val_loss: 0.4973 - val_recall: 0.8137
Epoch 1777/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4951 - recall: 0.7848 - val_loss: 0.4986 - val_recall: 0.8088
Epoch 1778/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7851 - val_loss: 0.5014 - val_recall: 0.8039
Epoch 1779/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7853 - val_loss: 0.4970 - val_recall: 0.8137
Epoch 1780/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7878 - val_loss: 0.4938 - val_recall: 0.8064
Epoch 1781/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7892 - val_loss: 0.4964 - val_recall: 0.8211
Epoch 1782/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7878 - val_loss: 0.5016 - val_recall: 0.8162
Epoch 1783/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7842 - val_loss: 0.4984 - val_recall: 0.8088
Epoch 1784/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7792 - val_loss: 0.4953 - val_recall: 0.8113
Epoch 1785/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7777 - val_loss: 0.5010 - val_recall: 0.8162
Epoch 1786/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4863 - recall: 0.7918 - val_loss: 0.4994 - val_recall: 0.8137
Epoch 1787/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4938 - recall: 0.7788 - val_loss: 0.5006 - val_recall: 0.8162
Epoch 1788/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7815 - val_loss: 0.5009 - val_recall: 0.8186
Epoch 1789/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7828 - val_loss: 0.4889 - val_recall: 0.8088
Epoch 1790/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7869 - val_loss: 0.4952 - val_recall: 0.8113
Epoch 1791/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4867 - recall: 0.7869 - val_loss: 0.4932 - val_recall: 0.8113
Epoch 1792/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7828 - val_loss: 0.5019 - val_recall: 0.8186
Epoch 1793/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7846 - val_loss: 0.4895 - val_recall: 0.8137
Epoch 1794/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4906 - recall: 0.7790 - val_loss: 0.4949 - val_recall: 0.8039
Epoch 1795/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4874 - recall: 0.7779 - val_loss: 0.4933 - val_recall: 0.8113
Epoch 1796/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7798 - val_loss: 0.4959 - val_recall: 0.8113
Epoch 1797/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7867 - val_loss: 0.4917 - val_recall: 0.8039
Epoch 1798/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7869 - val_loss: 0.5059 - val_recall: 0.8162
Epoch 1799/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7834 - val_loss: 0.4951 - val_recall: 0.8186
Epoch 1800/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7773 - val_loss: 0.5007 - val_recall: 0.8137
Epoch 1801/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7800 - val_loss: 0.5048 - val_recall: 0.8211
Epoch 1802/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7834 - val_loss: 0.4924 - val_recall: 0.8113
Epoch 1803/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4917 - recall: 0.7821 - val_loss: 0.4993 - val_recall: 0.8113
Epoch 1804/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7798 - val_loss: 0.4973 - val_recall: 0.8064
Epoch 1805/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4881 - recall: 0.7871 - val_loss: 0.4957 - val_recall: 0.8137
Epoch 1806/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4880 - recall: 0.7886 - val_loss: 0.5041 - val_recall: 0.8186
Epoch 1807/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7796 - val_loss: 0.4944 - val_recall: 0.8186
Epoch 1808/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7871 - val_loss: 0.5023 - val_recall: 0.8186
Epoch 1809/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7915 - val_loss: 0.4933 - val_recall: 0.8211
Epoch 1810/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7838 - val_loss: 0.5017 - val_recall: 0.8162
Epoch 1811/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7907 - val_loss: 0.4981 - val_recall: 0.8015
Epoch 1812/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7773 - val_loss: 0.5046 - val_recall: 0.8137
Epoch 1813/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7859 - val_loss: 0.4985 - val_recall: 0.8162
Epoch 1814/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7836 - val_loss: 0.4995 - val_recall: 0.8113
Epoch 1815/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4870 - recall: 0.7825 - val_loss: 0.4887 - val_recall: 0.8015
Epoch 1816/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4918 - recall: 0.7781 - val_loss: 0.5054 - val_recall: 0.8186
Epoch 1817/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7922 - val_loss: 0.4907 - val_recall: 0.8064
Epoch 1818/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4870 - recall: 0.7819 - val_loss: 0.4925 - val_recall: 0.8064
Epoch 1819/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7861 - val_loss: 0.4995 - val_recall: 0.8137
Epoch 1820/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4859 - recall: 0.7890 - val_loss: 0.5007 - val_recall: 0.8211
Epoch 1821/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4850 - recall: 0.7905 - val_loss: 0.5004 - val_recall: 0.8113
Epoch 1822/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4956 - recall: 0.7807 - val_loss: 0.4995 - val_recall: 0.8064
Epoch 1823/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7752 - val_loss: 0.5003 - val_recall: 0.8211
Epoch 1824/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7874 - val_loss: 0.4946 - val_recall: 0.8088
Epoch 1825/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4863 - recall: 0.7815 - val_loss: 0.5005 - val_recall: 0.8088
Epoch 1826/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7819 - val_loss: 0.4896 - val_recall: 0.8186
Epoch 1827/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4862 - recall: 0.7903 - val_loss: 0.4894 - val_recall: 0.8088
Epoch 1828/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4895 - recall: 0.7832 - val_loss: 0.4894 - val_recall: 0.8088
Epoch 1829/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7857 - val_loss: 0.4898 - val_recall: 0.8039
Epoch 1830/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7784 - val_loss: 0.5088 - val_recall: 0.8235
Epoch 1831/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7859 - val_loss: 0.4953 - val_recall: 0.8162
Epoch 1832/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7863 - val_loss: 0.5006 - val_recall: 0.8186
Epoch 1833/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7961 - val_loss: 0.4978 - val_recall: 0.8162
Epoch 1834/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7805 - val_loss: 0.4949 - val_recall: 0.8162
Epoch 1835/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4873 - recall: 0.7924 - val_loss: 0.4998 - val_recall: 0.8186
Epoch 1836/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7846 - val_loss: 0.4920 - val_recall: 0.8064
Epoch 1837/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7892 - val_loss: 0.4954 - val_recall: 0.8137
Epoch 1838/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.7802 - val_loss: 0.4952 - val_recall: 0.8039
Epoch 1839/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7863 - val_loss: 0.5038 - val_recall: 0.8088
Epoch 1840/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7781 - val_loss: 0.4957 - val_recall: 0.8137
Epoch 1841/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7769 - val_loss: 0.4993 - val_recall: 0.8088
Epoch 1842/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7844 - val_loss: 0.5005 - val_recall: 0.8064
Epoch 1843/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7765 - val_loss: 0.5021 - val_recall: 0.8137
Epoch 1844/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7832 - val_loss: 0.5011 - val_recall: 0.8186
Epoch 1845/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4922 - recall: 0.7884 - val_loss: 0.4994 - val_recall: 0.8186
Epoch 1846/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7807 - val_loss: 0.5063 - val_recall: 0.8064
Epoch 1847/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7813 - val_loss: 0.4927 - val_recall: 0.7941
Epoch 1848/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7792 - val_loss: 0.5028 - val_recall: 0.8137
Epoch 1849/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7775 - val_loss: 0.4991 - val_recall: 0.7990
Epoch 1850/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7861 - val_loss: 0.4946 - val_recall: 0.8137
Epoch 1851/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4875 - recall: 0.7802 - val_loss: 0.4988 - val_recall: 0.8186
Epoch 1852/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7892 - val_loss: 0.4960 - val_recall: 0.8137
Epoch 1853/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.7855 - val_loss: 0.4958 - val_recall: 0.8137
Epoch 1854/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4868 - recall: 0.7792 - val_loss: 0.4971 - val_recall: 0.8186
Epoch 1855/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7748 - val_loss: 0.4998 - val_recall: 0.8088
Epoch 1856/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7784 - val_loss: 0.4932 - val_recall: 0.8064
Epoch 1857/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7781 - val_loss: 0.5047 - val_recall: 0.8064
Epoch 1858/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7792 - val_loss: 0.4980 - val_recall: 0.8064
Epoch 1859/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7832 - val_loss: 0.4947 - val_recall: 0.8039
Epoch 1860/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7828 - val_loss: 0.4920 - val_recall: 0.7990
Epoch 1861/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7823 - val_loss: 0.4905 - val_recall: 0.8039
Epoch 1862/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7794 - val_loss: 0.4998 - val_recall: 0.8064
Epoch 1863/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7876 - val_loss: 0.4971 - val_recall: 0.8039
Epoch 1864/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4892 - recall: 0.7821 - val_loss: 0.4977 - val_recall: 0.8137
Epoch 1865/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7786 - val_loss: 0.4968 - val_recall: 0.8137
Epoch 1866/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7830 - val_loss: 0.5030 - val_recall: 0.8113
Epoch 1867/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7784 - val_loss: 0.4984 - val_recall: 0.8088
Epoch 1868/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7842 - val_loss: 0.4926 - val_recall: 0.8088
Epoch 1869/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7817 - val_loss: 0.4968 - val_recall: 0.8113
Epoch 1870/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7784 - val_loss: 0.4946 - val_recall: 0.8113
Epoch 1871/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4831 - recall: 0.7928 - val_loss: 0.4996 - val_recall: 0.8113
Epoch 1872/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4884 - recall: 0.7861 - val_loss: 0.4914 - val_recall: 0.8137
Epoch 1873/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7828 - val_loss: 0.4946 - val_recall: 0.8064
Epoch 1874/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7796 - val_loss: 0.4969 - val_recall: 0.8088
Epoch 1875/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4929 - recall: 0.7838 - val_loss: 0.5033 - val_recall: 0.8088
Epoch 1876/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7903 - val_loss: 0.5022 - val_recall: 0.8064
Epoch 1877/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7775 - val_loss: 0.4984 - val_recall: 0.8113
Epoch 1878/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7828 - val_loss: 0.4926 - val_recall: 0.7990
Epoch 1879/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7790 - val_loss: 0.4991 - val_recall: 0.8113
Epoch 1880/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7817 - val_loss: 0.5025 - val_recall: 0.8162
Epoch 1881/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7846 - val_loss: 0.4911 - val_recall: 0.8113
Epoch 1882/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4839 - recall: 0.7897 - val_loss: 0.4901 - val_recall: 0.8015
Epoch 1883/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4883 - recall: 0.7775 - val_loss: 0.4999 - val_recall: 0.8088
Epoch 1884/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7869 - val_loss: 0.4981 - val_recall: 0.8088
Epoch 1885/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7832 - val_loss: 0.4945 - val_recall: 0.8088
Epoch 1886/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7924 - val_loss: 0.4918 - val_recall: 0.8015
Epoch 1887/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7846 - val_loss: 0.5024 - val_recall: 0.8235
Epoch 1888/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4858 - recall: 0.7890 - val_loss: 0.4898 - val_recall: 0.8039
Epoch 1889/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.7853 - val_loss: 0.4949 - val_recall: 0.8088
Epoch 1890/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7848 - val_loss: 0.4997 - val_recall: 0.8186
Epoch 1891/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7817 - val_loss: 0.5002 - val_recall: 0.8039
Epoch 1892/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7825 - val_loss: 0.4952 - val_recall: 0.8039
Epoch 1893/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7796 - val_loss: 0.4951 - val_recall: 0.8088
Epoch 1894/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7876 - val_loss: 0.4967 - val_recall: 0.8064
Epoch 1895/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7813 - val_loss: 0.4945 - val_recall: 0.8113
Epoch 1896/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4909 - recall: 0.7869 - val_loss: 0.4929 - val_recall: 0.8162
Epoch 1897/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4876 - recall: 0.7871 - val_loss: 0.5068 - val_recall: 0.8211
Epoch 1898/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4835 - recall: 0.7876 - val_loss: 0.4846 - val_recall: 0.8064
Epoch 1899/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7851 - val_loss: 0.4932 - val_recall: 0.8162
Epoch 1900/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4921 - recall: 0.7821 - val_loss: 0.5029 - val_recall: 0.8211
Epoch 1901/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7884 - val_loss: 0.5036 - val_recall: 0.8113
Epoch 1902/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4867 - recall: 0.8014 - val_loss: 0.4947 - val_recall: 0.8162
Epoch 1903/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4931 - recall: 0.7779 - val_loss: 0.5040 - val_recall: 0.8039
Epoch 1904/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7802 - val_loss: 0.5078 - val_recall: 0.8137
Epoch 1905/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7884 - val_loss: 0.4933 - val_recall: 0.8064
Epoch 1906/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4905 - recall: 0.7767 - val_loss: 0.5015 - val_recall: 0.8113
Epoch 1907/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7874 - val_loss: 0.4931 - val_recall: 0.7966
Epoch 1908/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7838 - val_loss: 0.5060 - val_recall: 0.8260
Epoch 1909/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7922 - val_loss: 0.4973 - val_recall: 0.8064
Epoch 1910/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4888 - recall: 0.8041 - val_loss: 0.4975 - val_recall: 0.8088
Epoch 1911/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7863 - val_loss: 0.4930 - val_recall: 0.8088
Epoch 1912/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4914 - recall: 0.7775 - val_loss: 0.5038 - val_recall: 0.8113
Epoch 1913/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7871 - val_loss: 0.4988 - val_recall: 0.8137
Epoch 1914/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4928 - recall: 0.7805 - val_loss: 0.5060 - val_recall: 0.8260
Epoch 1915/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7851 - val_loss: 0.4959 - val_recall: 0.8113
Epoch 1916/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4925 - recall: 0.7756 - val_loss: 0.4994 - val_recall: 0.8015
Epoch 1917/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4887 - recall: 0.7876 - val_loss: 0.5105 - val_recall: 0.8235
Epoch 1918/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.7790 - val_loss: 0.5016 - val_recall: 0.8064
Epoch 1919/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7802 - val_loss: 0.5091 - val_recall: 0.8137
Epoch 1920/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4891 - recall: 0.7838 - val_loss: 0.5038 - val_recall: 0.8113
Epoch 1921/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7911 - val_loss: 0.4930 - val_recall: 0.8113
Epoch 1922/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4893 - recall: 0.7970 - val_loss: 0.4869 - val_recall: 0.8088
Epoch 1923/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7777 - val_loss: 0.5043 - val_recall: 0.8186
Epoch 1924/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7865 - val_loss: 0.5043 - val_recall: 0.8186
Epoch 1925/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4930 - recall: 0.8075 - val_loss: 0.4979 - val_recall: 0.8088
Epoch 1926/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4903 - recall: 0.7805 - val_loss: 0.4994 - val_recall: 0.8113
Epoch 1927/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4899 - recall: 0.7838 - val_loss: 0.4998 - val_recall: 0.8064
Epoch 1928/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7848 - val_loss: 0.4943 - val_recall: 0.8039
Epoch 1929/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7809 - val_loss: 0.4965 - val_recall: 0.8162
Epoch 1930/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.8020 - val_loss: 0.5087 - val_recall: 0.8235
Epoch 1931/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4864 - recall: 0.8024 - val_loss: 0.4930 - val_recall: 0.8088
Epoch 1932/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4912 - recall: 0.7815 - val_loss: 0.5095 - val_recall: 0.8088
Epoch 1933/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7796 - val_loss: 0.4958 - val_recall: 0.8088
Epoch 1934/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4845 - recall: 0.7903 - val_loss: 0.4955 - val_recall: 0.8211
Epoch 1935/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7836 - val_loss: 0.5023 - val_recall: 0.8186
Epoch 1936/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7838 - val_loss: 0.4936 - val_recall: 0.8113
Epoch 1937/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7882 - val_loss: 0.4923 - val_recall: 0.8088
Epoch 1938/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7805 - val_loss: 0.5023 - val_recall: 0.8113
Epoch 1939/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4924 - recall: 0.7943 - val_loss: 0.4932 - val_recall: 0.8137
Epoch 1940/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7888 - val_loss: 0.4948 - val_recall: 0.8211
Epoch 1941/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4920 - recall: 0.7811 - val_loss: 0.4996 - val_recall: 0.8186
Epoch 1942/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7869 - val_loss: 0.4997 - val_recall: 0.8260
Epoch 1943/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7802 - val_loss: 0.4976 - val_recall: 0.8113
Epoch 1944/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7809 - val_loss: 0.5010 - val_recall: 0.8211
Epoch 1945/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4904 - recall: 0.7997 - val_loss: 0.4939 - val_recall: 0.8284
Epoch 1946/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7895 - val_loss: 0.4914 - val_recall: 0.8186
Epoch 1947/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4901 - recall: 0.7905 - val_loss: 0.4981 - val_recall: 0.8186
Epoch 1948/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4874 - recall: 0.7895 - val_loss: 0.4998 - val_recall: 0.8039
Epoch 1949/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4898 - recall: 0.7861 - val_loss: 0.5033 - val_recall: 0.8211
Epoch 1950/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7897 - val_loss: 0.4909 - val_recall: 0.8186
Epoch 1951/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.7836 - val_loss: 0.4988 - val_recall: 0.8186
Epoch 1952/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7934 - val_loss: 0.4865 - val_recall: 0.8162
Epoch 1953/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7836 - val_loss: 0.4933 - val_recall: 0.8162
Epoch 1954/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4863 - recall: 0.7878 - val_loss: 0.4944 - val_recall: 0.8186
Epoch 1955/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4972 - recall: 0.7802 - val_loss: 0.5059 - val_recall: 0.8162
Epoch 1956/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4916 - recall: 0.7848 - val_loss: 0.4999 - val_recall: 0.8088
Epoch 1957/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4907 - recall: 0.7805 - val_loss: 0.4985 - val_recall: 0.8039
Epoch 1958/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4913 - recall: 0.7836 - val_loss: 0.4984 - val_recall: 0.8064
Epoch 1959/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7800 - val_loss: 0.4976 - val_recall: 0.8137
Epoch 1960/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4852 - recall: 0.7823 - val_loss: 0.5012 - val_recall: 0.8113
Epoch 1961/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4936 - recall: 0.7807 - val_loss: 0.4970 - val_recall: 0.8137
Epoch 1962/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4935 - recall: 0.7796 - val_loss: 0.5111 - val_recall: 0.8235
Epoch 1963/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.7899 - val_loss: 0.4976 - val_recall: 0.8211
Epoch 1964/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4974 - recall: 0.7809 - val_loss: 0.4979 - val_recall: 0.8186
Epoch 1965/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4861 - recall: 0.8054 - val_loss: 0.4889 - val_recall: 0.8113
Epoch 1966/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7836 - val_loss: 0.4986 - val_recall: 0.8162
Epoch 1967/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.7838 - val_loss: 0.4941 - val_recall: 0.8162
Epoch 1968/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4910 - recall: 0.7892 - val_loss: 0.4952 - val_recall: 0.8137
Epoch 1969/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4911 - recall: 0.7895 - val_loss: 0.4911 - val_recall: 0.8039
Epoch 1970/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4874 - recall: 0.7844 - val_loss: 0.4964 - val_recall: 0.8137
Epoch 1971/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.7853 - val_loss: 0.4894 - val_recall: 0.8186
Epoch 1972/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4897 - recall: 0.7922 - val_loss: 0.4869 - val_recall: 0.8162
Epoch 1973/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4882 - recall: 0.7855 - val_loss: 0.4908 - val_recall: 0.8137
Epoch 1974/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4923 - recall: 0.7865 - val_loss: 0.4824 - val_recall: 0.8064
Epoch 1975/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4902 - recall: 0.7899 - val_loss: 0.5025 - val_recall: 0.8211
Epoch 1976/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4889 - recall: 0.7861 - val_loss: 0.5022 - val_recall: 0.8186
Epoch 1977/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.7792 - val_loss: 0.4930 - val_recall: 0.8137
Epoch 1978/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4866 - recall: 0.7936 - val_loss: 0.5013 - val_recall: 0.8211
Epoch 1979/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4877 - recall: 0.8144 - val_loss: 0.4859 - val_recall: 0.8088
Epoch 1980/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4908 - recall: 0.7846 - val_loss: 0.4968 - val_recall: 0.8211
Epoch 1981/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4885 - recall: 0.8049 - val_loss: 0.4952 - val_recall: 0.8186
Epoch 1982/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4861 - recall: 0.8005 - val_loss: 0.4940 - val_recall: 0.8137
Epoch 1983/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4915 - recall: 0.8075 - val_loss: 0.4892 - val_recall: 0.8162
Epoch 1984/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.8031 - val_loss: 0.5069 - val_recall: 0.8211
Epoch 1985/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4926 - recall: 0.8125 - val_loss: 0.4985 - val_recall: 0.8211
Epoch 1986/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4900 - recall: 0.8068 - val_loss: 0.4917 - val_recall: 0.8113
Epoch 1987/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4894 - recall: 0.8043 - val_loss: 0.5009 - val_recall: 0.8235
Epoch 1988/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.8150 - val_loss: 0.4930 - val_recall: 0.8260
Epoch 1989/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4872 - recall: 0.7853 - val_loss: 0.5013 - val_recall: 0.8137
Epoch 1990/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4890 - recall: 0.7968 - val_loss: 0.4969 - val_recall: 0.8113
Epoch 1991/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4871 - recall: 0.7871 - val_loss: 0.4907 - val_recall: 0.8162
Epoch 1992/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4869 - recall: 0.7968 - val_loss: 0.4911 - val_recall: 0.8162
Epoch 1993/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4933 - recall: 0.7805 - val_loss: 0.4990 - val_recall: 0.8211
Epoch 1994/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4865 - recall: 0.7848 - val_loss: 0.4975 - val_recall: 0.8186
Epoch 1995/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4939 - recall: 0.7897 - val_loss: 0.4946 - val_recall: 0.8211
Epoch 1996/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4919 - recall: 0.7995 - val_loss: 0.4934 - val_recall: 0.8088
Epoch 1997/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4867 - recall: 0.7892 - val_loss: 0.4876 - val_recall: 0.8064
Epoch 1998/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4896 - recall: 0.7878 - val_loss: 0.4949 - val_recall: 0.8235
Epoch 1999/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4878 - recall: 0.7848 - val_loss: 0.4983 - val_recall: 0.7966
Epoch 2000/2000
48/48 [==============================] - 0s 3ms/step - loss: 0.4886 - recall: 0.7901 - val_loss: 0.4888 - val_recall: 0.7990
CPU times: user 6min 6s, sys: 57.8 s, total: 7min 4s
Wall time: 4min 36s

# Predicting the oversampled training results using 0.5 as the threshold
y_train_pred_5 = (model_5.predict(x_train_os) > 0.5)

# Predicting the validation results using 0.5 as the threshold
y_val_pred_5 = (model_5.predict(x_val) > 0.5)

# Populate the testing variable using 0.5 as the threshold (will be used later in model comparison)
y_test_pred_5 = (model_5.predict(x_test) > 0.5)

299/299 [==============================] - 0s 1ms/step
63/63 [==============================] - 0s 961us/step
63/63 [==============================] - 0s 1ms/step

Observations on Sequential model with Adam and Dropout using oversampled data¶

# Display the training loss and validation loss
show_lineplot(data_train = history_5.history['loss'], data_val = history_5.history['val_loss'], feature_name = 'Loss', labels = ['Training', 'Validation'])

# Display the training recall and validation recall
show_lineplot(data_train = history_5.history['recall'], data_val = history_5.history['val_recall'], feature_name = 'Recall', labels = ['Training', 'Validation'])

# Display the classification report for oversampled training and validation data
show_classification_report(model_name = model_name_5, target_train = y_train_os, predictors_train = y_train_pred_5, target_val = y_val, predictors_val = y_val_pred_5)

# Display the confision matrix using oversampled training data
show_confusion_matrix(predictors = y_train_pred_5, target = y_train_os, title = '(Training)')

# Display the confision matrix using validation data
show_confusion_matrix(predictors = y_val_pred_5, target = y_val, title = '(Validation)')

Observations:

Sequential model shows a 84.37% recall score on oversampled training data and a 79.90% recall score on validation data using the following parameters:
- Optimizer = Adam
- Metrics = Recall
- Learning rate = 0.001
- loss = binary_crossentropy
- Number of layers (Dense and Dropout) = 6
- Total parameters = 249
- Batch size = 200
- Epoch = 2,000
It took the model approximately 4 minutes and 36 seconds to complete the training.
The line plot for loss and recall shows slight noise for both oversampled training and validation data.

Model Performance Comparison and Final Model Selection¶

Comparison of Model Performance¶

Comparison of model performance on validation sets¶

# Display the comparison of training recall and validation recall
metric_train_val_list = [
  (model_name_0, y_train, y_train_pred_0, y_val, y_val_pred_0, None, None),
  (model_name_1, y_train, y_train_pred_1, y_val, y_val_pred_1, None, None),
  (model_name_2, y_train, y_train_pred_2, y_val, y_val_pred_2, None, None),
  (model_name_3, y_train_os, y_train_pred_3, y_val, y_val_pred_3, None, None),
  (model_name_4, y_train_os, y_train_pred_4, y_val, y_val_pred_4, None, None),
  (model_name_5, y_train_os, y_train_pred_5, y_val, y_val_pred_5, None, None)
]

show_model_recall_comp(metric_train_val_list)

Observations:

Building the Sequential model on both original and oversampled training data, it shows that the following parameters from model NN with SMOTE, Adam & Dropout is producing the best recall score on validation data (with 79.90% recall score, and only 4.46% lower than the training recall score):
- Optimizer = Adam
- Metrics = Recall
- Learning rate = 0.001
- loss = binary_crossentropy
- Number of layers (Dense and Dropout) = 6
- Total parameters = 249
- Batch size = 200
- Epoch = 2,000

Comparison of model performance on testing sets¶

# Display the comparison of training recall and testing recall
metric_train_test_list = [
  (model_name_0, y_train, y_train_pred_0, None, None, y_test, y_test_pred_0),
  (model_name_1, y_train, y_train_pred_1, None, None, y_test, y_test_pred_1),
  (model_name_2, y_train, y_train_pred_2, None, None, y_test, y_test_pred_2),
  (model_name_3, y_train_os, y_train_pred_3, None, None, y_test, y_test_pred_3),
  (model_name_4, y_train_os, y_train_pred_4, None, None, y_test, y_test_pred_4),
  (model_name_5, y_train_os, y_train_pred_5, None, None, y_test, y_test_pred_5)
]

show_model_recall_comp(metric_train_test_list)

# Display the classification report for training and testing data
show_classification_report(model_name = model_name_5, target_train = y_train_os, predictors_train = y_train_pred_5, target_test = y_test, predictors_test = y_test_pred_5)

# Display the confision matrix using oversampled training data
show_confusion_matrix(predictors = y_train_pred_5, target = y_train_os, title = '(Training)')

# Display the confision matrix using testing data
show_confusion_matrix(predictors = y_test_pred_5, target = y_test, title = '(Testing)')

Observations:

By comparing the performance of all the Sequential models on testing data, it still shows that the following parameters from model NN with SMOTE, Adam & Dropout is producing the best recall score on testing data (with 78.62% recall score, and only 5.74% lower than the training recall score):
- Optimizer = Adam
- Metrics = Recall
- Learning rate = 0.001
- loss = binary_crossentropy
- Number of layers (Dense and Dropout) = 6
- Total parameters = 249
- Batch size = 200
- Epoch = 2,000

Key Observations on Model Comparison¶

The model NN with SMOTE, Adam & Dropout shows the highest recall scores in training, validation and testing data:
- Training (oversampled): 84.37%
- Validation: 79.90%
- Testing: 78.62%
We will choose the model NN with SMOTE, Adam & Dropout as the best model since it is showing the highest recall scores. The model was tuned using the following parameters:
- Optimizer = Adam
- Metrics = Recall
- Learning rate = 0.001
- loss = binary_crossentropy
- Number of layers (Dense and Dropout) = 6
- Total parameters = 249
- Batch size = 200
- Epoch = 2,000

Actionable Insights and Business Recommendations¶

Conclusions:¶

The model NN with SMOTE, Adam & Dropout provides a recall score of 84.37% for the training set, 79.90% for the validation set and 78.62% for the testing set.
The model shows that it can approximately identify 78.62% if a customer going to churn from the bank.
It shows (via EDA) that the following are the customer features that affect customer churn:
- Geography
- Gender
- IsActiveMember
- CreditScore
- Age
- Balance
- NumOfProducts

Recommendations:¶

Offer more benefits to attract new customers or to encourage existing customers to use their accounts more often, for example:
- Higher cash back.
- Lower or 0% APR (Annual Percentage Rate).
- Higher credit limit for frequent credit card users.
- Cash advance (i.e. cash withdrawal from credit card account).
Request regular feedback from customers to improve the quality of service.
Prioritize offering more benefits to customers that are closely falling to these conditions/ features:
- CreditScore: Majority of customers who have churned do have slightly lower credit score (mean value close to 645).
- Age: Majority of customers who have churned do have significantly older age (mean value close to 44 years old).
- Balance: Majority of customers who have churned do have significantly higher balance (mean value close to 91,108).
- NumOfProducts: Majority of customers who have churned do have slightly lower number of products (mean value close to 1.4).
- Geography: Majority of the customers who have churned are located in this order: Germany (with 32.44%), Spain (with 16.67%), France (with 16.15%).
- Gender: Mojority of customers who have churned are female gender (with 25.07%) compared to customers with male gender (with 16.46%).
- IsActiveMember: ajority of the customers who have churned are not active members (with 26.85%) compared to customers who are active members (with 14.27%).
The bank should provide more data to obtain more reliable results.

	RowNumber	CustomerId	Surname	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Exited
0	1	15634602	Hargrave	619	France	Female	42	2	0.00000	1	1	1	101348.88000	1
1	2	15647311	Hill	608	Spain	Female	41	1	83807.86000	1	0	1	112542.58000	0
2	3	15619304	Onio	502	France	Female	42	8	159660.80000	3	1	0	113931.57000	1
3	4	15701354	Boni	699	France	Female	39	1	0.00000	2	0	0	93826.63000	0
4	5	15737888	Mitchell	850	Spain	Female	43	2	125510.82000	1	1	1	79084.10000	0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
9995	9996	15606229	Obijiaku	771	France	Male	39	5	0.00000	2	1	0	96270.64000	0
9996	9997	15569892	Johnstone	516	France	Male	35	10	57369.61000	1	1	1	101699.77000	0
9997	9998	15584532	Liu	709	France	Female	36	7	0.00000	1	0	1	42085.58000	1
9998	9999	15682355	Sabbatini	772	Germany	Male	42	3	75075.31000	2	1	0	92888.52000	1
9999	10000	15628319	Walker	792	France	Female	28	4	130142.79000	1	1	0	38190.78000	0

	count	unique	top	freq	mean	std	min	25%	50%	75%	max
RowNumber	10000.00000	NaN	NaN	NaN	5000.50000	2886.89568	1.00000	2500.75000	5000.50000	7500.25000	10000.00000
CustomerId	10000.00000	NaN	NaN	NaN	15690940.56940	71936.18612	15565701.00000	15628528.25000	15690738.00000	15753233.75000	15815690.00000
Surname	10000	2932	Smith	32	NaN	NaN	NaN	NaN	NaN	NaN	NaN
CreditScore	10000.00000	NaN	NaN	NaN	650.52880	96.65330	350.00000	584.00000	652.00000	718.00000	850.00000
Geography	10000	3	France	5014	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Gender	10000	2	Male	5457	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Age	10000.00000	NaN	NaN	NaN	38.92180	10.48781	18.00000	32.00000	37.00000	44.00000	92.00000
Tenure	10000.00000	NaN	NaN	NaN	5.01280	2.89217	0.00000	3.00000	5.00000	7.00000	10.00000
Balance	10000.00000	NaN	NaN	NaN	76485.88929	62397.40520	0.00000	0.00000	97198.54000	127644.24000	250898.09000
NumOfProducts	10000.00000	NaN	NaN	NaN	1.53020	0.58165	1.00000	1.00000	1.00000	2.00000	4.00000
HasCrCard	10000.00000	NaN	NaN	NaN	0.70550	0.45584	0.00000	0.00000	1.00000	1.00000	1.00000
IsActiveMember	10000.00000	NaN	NaN	NaN	0.51510	0.49980	0.00000	0.00000	1.00000	1.00000	1.00000
EstimatedSalary	10000.00000	NaN	NaN	NaN	100090.23988	57510.49282	11.58000	51002.11000	100193.91500	149388.24750	199992.48000
Exited	10000.00000	NaN	NaN	NaN	0.20370	0.40277	0.00000	0.00000	0.00000	0.00000	1.00000

	count	unique	top	freq	mean	std	min	25%	50%	75%	max
RowNumber	2037.00000	NaN	NaN	NaN	4905.91753	2866.85524	1.00000	2419.00000	4871.00000	7404.00000	9999.00000
CustomerId	2037.00000	NaN	NaN	NaN	15690051.96465	72692.62392	15565706.00000	15627360.00000	15688963.00000	15753092.00000	15815656.00000
Surname	2037	1188	Smith	9	NaN	NaN	NaN	NaN	NaN	NaN	NaN
CreditScore	2037.00000	NaN	NaN	NaN	645.35150	100.32150	350.00000	578.00000	646.00000	716.00000	850.00000
Geography	2037	3	Germany	814	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Gender	2037	2	Female	1139	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Age	2037.00000	NaN	NaN	NaN	44.83800	9.76156	18.00000	38.00000	45.00000	51.00000	84.00000
Tenure	2037.00000	NaN	NaN	NaN	4.93274	2.93611	0.00000	2.00000	5.00000	8.00000	10.00000
Balance	2037.00000	NaN	NaN	NaN	91108.53934	58360.79482	0.00000	38340.02000	109349.29000	131433.33000	250898.09000
NumOfProducts	2037.00000	NaN	NaN	NaN	1.47521	0.80152	1.00000	1.00000	1.00000	2.00000	4.00000
HasCrCard	2037.00000	NaN	NaN	NaN	0.69907	0.45878	0.00000	0.00000	1.00000	1.00000	1.00000
IsActiveMember	2037.00000	NaN	NaN	NaN	0.36082	0.48036	0.00000	0.00000	0.00000	1.00000	1.00000
EstimatedSalary	2037.00000	NaN	NaN	NaN	101465.67753	57912.41807	11.58000	51907.72000	102460.84000	152422.91000	199808.10000
Exited	2037.00000	NaN	NaN	NaN	1.00000	0.00000	1.00000	1.00000	1.00000	1.00000	1.00000

	count	unique	top	freq	mean	std	min	25%	50%	75%	max
RowNumber	7963.00000	NaN	NaN	NaN	5024.69496	2891.68205	2.00000	2526.50000	5042.00000	7525.50000	10000.00000
CustomerId	7963.00000	NaN	NaN	NaN	15691167.88170	71744.23494	15565701.00000	15628818.50000	15691543.00000	15753352.50000	15815690.00000
Surname	7963	2616	Scott	26	NaN	NaN	NaN	NaN	NaN	NaN	NaN
CreditScore	7963.00000	NaN	NaN	NaN	651.85320	95.65384	405.00000	585.00000	653.00000	718.00000	850.00000
Geography	7963	3	France	4204	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Gender	7963	2	Male	4559	NaN	NaN	NaN	NaN	NaN	NaN	NaN
Age	7963.00000	NaN	NaN	NaN	37.40839	10.12536	18.00000	31.00000	36.00000	41.00000	92.00000
Tenure	7963.00000	NaN	NaN	NaN	5.03328	2.88066	0.00000	3.00000	5.00000	7.00000	10.00000
Balance	7963.00000	NaN	NaN	NaN	72745.29678	62848.04070	0.00000	0.00000	92072.68000	126410.28000	221532.80000
NumOfProducts	7963.00000	NaN	NaN	NaN	1.54427	0.50954	1.00000	1.00000	2.00000	2.00000	3.00000
HasCrCard	7963.00000	NaN	NaN	NaN	0.70715	0.45510	0.00000	0.00000	1.00000	1.00000	1.00000
IsActiveMember	7963.00000	NaN	NaN	NaN	0.55456	0.49704	0.00000	0.00000	1.00000	1.00000	1.00000
EstimatedSalary	7963.00000	NaN	NaN	NaN	99738.39177	57405.58697	90.07000	50783.49000	99645.04000	148609.95500	199992.48000
Exited	7963.00000	NaN	NaN	NaN	0.00000	0.00000	0.00000	0.00000	0.00000	0.00000	0.00000

	count	mean	std	min	25%	50%	75%	max
CreditScore	6000.00000	651.11100	97.06527	350.00000	585.00000	653.00000	718.00000	850.00000
Age	6000.00000	39.04300	10.56220	18.00000	32.00000	37.00000	44.00000	92.00000
Tenure	6000.00000	4.97867	2.90883	0.00000	2.00000	5.00000	8.00000	10.00000
Balance	6000.00000	75458.31590	62622.30191	0.00000	0.00000	95734.40000	127475.61250	250898.09000
NumOfProducts	6000.00000	1.53783	0.58762	1.00000	1.00000	1.00000	2.00000	4.00000
HasCrCard	6000.00000	0.70483	0.45616	0.00000	0.00000	1.00000	1.00000	1.00000
IsActiveMember	6000.00000	0.51967	0.49965	0.00000	0.00000	1.00000	1.00000	1.00000
EstimatedSalary	6000.00000	100513.40808	57636.95368	11.58000	51859.18000	100969.70500	150174.49000	199970.74000
Geography_Germany	6000.00000	0.24850	0.43218	0.00000	0.00000	0.00000	0.00000	1.00000
Geography_Spain	6000.00000	0.25167	0.43401	0.00000	0.00000	0.00000	1.00000	1.00000
Gender_Male	6000.00000	0.54333	0.49816	0.00000	0.00000	1.00000	1.00000	1.00000

	RowNumber	CustomerId	Surname	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Exited
7	8	15656148	Obinna	376	Germany	Female	29	4	115046.74000	4	1	0	119346.88000	1
942	943	15804586	Lin	376	France	Female	46	6	0.00000	1	1	0	157333.69000	1
1193	1194	15779947	Thomas	363	Spain	Female	28	6	146098.43000	3	1	0	100615.14000	1
1405	1406	15612494	Panicucci	359	France	Female	44	6	128747.69000	1	1	0	146955.71000	1
1631	1632	15685372	Azubuike	350	Spain	Male	54	1	152677.48000	1	1	1	191973.49000	1
1838	1839	15758813	Campbell	350	Germany	Male	39	0	109733.20000	2	0	0	123602.11000	1
1962	1963	15692416	Aikenhead	358	Spain	Female	52	8	143542.36000	3	1	0	141959.11000	1
2473	2474	15679249	Chou	351	Germany	Female	57	4	163146.46000	1	1	0	169621.69000	1
2579	2580	15597896	Ozoemena	365	Germany	Male	30	0	127760.07000	1	1	0	81537.85000	1
8154	8155	15791533	Ch'ien	367	Spain	Male	42	6	93608.28000	1	1	0	168816.73000	1
8723	8724	15803202	Onyekachi	350	France	Male	51	10	0.00000	1	1	1	125823.79000	1
8762	8763	15765173	Lin	350	France	Female	60	3	0.00000	1	0	0	113796.15000	1
9210	9211	15792650	Watts	382	Spain	Male	36	0	0.00000	1	1	1	179540.73000	1
9356	9357	15734711	Loggia	373	France	Male	42	7	0.00000	1	1	0	77786.37000	1
9624	9625	15668309	Maslow	350	France	Female	40	0	111098.85000	1	1	1	172321.21000	1

	RowNumber	CustomerId	Surname	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Exited
58	59	15623944	T'ien	511	Spain	Female	66	4	0.00000	1	1	0	1643.11000	1
85	86	15805254	Ndukaku	652	Spain	Female	75	10	0.00000	2	1	1	114675.75000	0
104	105	15804919	Dunbabin	670	Spain	Female	65	1	0.00000	1	1	1	177655.68000	1
158	159	15589975	Maclean	646	France	Female	73	6	97259.25000	1	0	1	104719.66000	0
181	182	15789669	Hsia	510	France	Male	65	2	0.00000	2	1	1	48071.61000	0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
9753	9754	15705174	Chiedozie	656	Germany	Male	68	7	153545.11000	1	1	1	186574.68000	0
9765	9766	15777067	Thomas	445	France	Male	64	2	136770.67000	1	0	1	43678.06000	0
9832	9833	15814690	Chukwujekwu	595	Germany	Female	64	2	105736.32000	1	1	1	89935.73000	1
9894	9895	15704795	Vagin	521	France	Female	77	6	0.00000	2	1	1	49054.10000	0
9936	9937	15653037	Parks	609	France	Male	77	1	0.00000	1	0	1	18708.76000	0

	count	mean	std	min	25%	50%	75%	max
CreditScore	2000.00000	645.97650	95.57117	386.00000	579.00000	644.00000	712.00000	850.00000
Age	2000.00000	38.53250	10.49185	18.00000	31.00000	37.00000	43.00000	88.00000
Tenure	2000.00000	5.03700	2.88007	0.00000	3.00000	5.00000	7.00000	10.00000
Balance	2000.00000	78834.90530	62295.69166	0.00000	0.00000	100398.24500	128827.11000	212692.97000
NumOfProducts	2000.00000	1.52250	0.57329	1.00000	1.00000	1.00000	2.00000	4.00000
HasCrCard	2000.00000	0.69900	0.45881	0.00000	0.00000	1.00000	1.00000	1.00000
IsActiveMember	2000.00000	0.50750	0.50007	0.00000	0.00000	1.00000	1.00000	1.00000
EstimatedSalary	2000.00000	97694.70772	56535.24985	91.75000	49826.25500	95083.58000	143329.42250	199992.48000
Geography_Germany	2000.00000	0.25650	0.43681	0.00000	0.00000	0.00000	1.00000	1.00000
Geography_Spain	2000.00000	0.24000	0.42719	0.00000	0.00000	0.00000	0.00000	1.00000
Gender_Male	2000.00000	0.55150	0.49747	0.00000	0.00000	1.00000	1.00000	1.00000

	count	mean	std	min	25%	50%	75%	max
CreditScore	2000.00000	653.33450	96.38513	350.00000	585.00000	657.00000	721.00000	850.00000
Age	2000.00000	38.94750	10.25297	18.00000	32.00000	37.00000	44.00000	83.00000
Tenure	2000.00000	5.09100	2.85356	0.00000	3.00000	5.00000	8.00000	10.00000
Balance	2000.00000	77219.59342	61777.08565	0.00000	0.00000	98500.54000	127255.18250	214346.96000
NumOfProducts	2000.00000	1.51500	0.57179	1.00000	1.00000	1.00000	2.00000	4.00000
HasCrCard	2000.00000	0.71400	0.45200	0.00000	0.00000	1.00000	1.00000	1.00000
IsActiveMember	2000.00000	0.50900	0.50004	0.00000	0.00000	1.00000	1.00000	1.00000
EstimatedSalary	2000.00000	101216.26745	58058.08471	123.07000	50392.45750	101957.90000	152168.00750	199805.63000
Geography_Germany	2000.00000	0.25250	0.43456	0.00000	0.00000	0.00000	1.00000	1.00000
Geography_Spain	2000.00000	0.24350	0.42930	0.00000	0.00000	0.00000	0.00000	1.00000
Gender_Male	2000.00000	0.54700	0.49791	0.00000	0.00000	1.00000	1.00000	1.00000

	count	mean	std	min	25%	50%	75%	max
CreditScore	2000.00000	-0.05290	0.98469	-2.73149	-0.74297	-0.07327	0.62735	2.04919
Age	2000.00000	-0.04834	0.99342	-1.99246	-0.76155	-0.19344	0.37467	4.63550
Tenure	2000.00000	0.02006	0.99019	-1.71171	-0.68028	0.00733	0.69495	1.72638
Balance	2000.00000	0.05392	0.99487	-1.20508	-1.20508	0.39829	0.85230	2.19165
NumOfProducts	2000.00000	1.52250	0.57329	1.00000	1.00000	1.00000	2.00000	4.00000
HasCrCard	2000.00000	0.69900	0.45881	0.00000	0.00000	1.00000	1.00000	1.00000
IsActiveMember	2000.00000	0.50750	0.50007	0.00000	0.00000	1.00000	1.00000	1.00000
EstimatedSalary	2000.00000	-0.04891	0.98097	-1.74246	-0.87949	-0.09422	0.74292	1.72610
Geography_Germany	2000.00000	0.25650	0.43681	0.00000	0.00000	0.00000	1.00000	1.00000
Geography_Spain	2000.00000	0.24000	0.42719	0.00000	0.00000	0.00000	0.00000	1.00000
Gender_Male	2000.00000	0.55150	0.49747	0.00000	0.00000	1.00000	1.00000	1.00000

	count	mean	std	min	25%	50%	75%	max
CreditScore	2000.00000	0.02291	0.99308	-3.10241	-0.68116	0.06068	0.72008	2.04919
Age	2000.00000	-0.00904	0.97080	-1.99246	-0.66687	-0.19344	0.46935	4.16207
Tenure	2000.00000	0.03862	0.98108	-1.71171	-0.68028	0.00733	1.03876	1.72638
Balance	2000.00000	0.02813	0.98659	-1.20508	-1.20508	0.36799	0.82720	2.21806
NumOfProducts	2000.00000	1.51500	0.57179	1.00000	1.00000	1.00000	2.00000	4.00000
HasCrCard	2000.00000	0.71400	0.45200	0.00000	0.00000	1.00000	1.00000	1.00000
IsActiveMember	2000.00000	0.50900	0.50004	0.00000	0.00000	1.00000	1.00000	1.00000
EstimatedSalary	2000.00000	0.01220	1.00739	-1.74192	-0.86967	0.02506	0.89628	1.72286
Geography_Germany	2000.00000	0.25250	0.43456	0.00000	0.00000	0.00000	1.00000	1.00000
Geography_Spain	2000.00000	0.24350	0.42930	0.00000	0.00000	0.00000	0.00000	1.00000
Gender_Male	2000.00000	0.54700	0.49791	0.00000	0.00000	1.00000	1.00000	1.00000

	NN with SGD (Training)				NN with SGD (Validation)
	precision	recall	f1-score	support	precision	recall	f1-score	support
0	0.84628	0.97133	0.90450	4778.00000	0.84096	0.96985	0.90082	1592.00000
1	0.73450	0.31015	0.43613	1222.00000	0.70732	0.28431	0.40559	408.00000
accuracy			0.83667	6000.00000			0.83000	2000.00000
macro avg	0.79039	0.64074	0.67032	6000.00000	0.77414	0.62708	0.65321	2000.00000
weighted avg	0.82351	0.83667	0.80911	6000.00000	0.81370	0.83000	0.79979	2000.00000

	NN with SGD	NN with Adam	NN with Adam & Dropout	NN with SMOTE & SGD	NN with SMOTE & Adam	NN with SMOTE, Adam & Dropout
Recall (Training)	0.31097	0.49345	0.59411	0.73064	0.78799	0.84366
Recall (Validation)	0.30392	0.41667	0.50245	0.67402	0.71569	0.79902
Difference (Training - Validation)	-0.00704	-0.07679	-0.09166	-0.05662	-0.07230	-0.04464

	RowNumber	CustomerId	Surname	CreditScore	Geography	Gender	Age	Tenure	Balance	NumOfProducts	HasCrCard	IsActiveMember	EstimatedSalary	Exited
7	8	15656148	Obinna	376	Germany	Female	29	4	115046.74000	4	1	0	119346.88000	1
70	71	15703793	Konovalova	738	Germany	Male	58	2	133745.44000	4	1	0	28373.86000	1
1254	1255	15610383	Dumetolisa	628	France	Female	46	1	46870.43000	4	1	0	31272.14000	1
1469	1470	15670374	Wright	819	Germany	Female	49	1	120656.86000	4	0	0	166164.30000	1
1488	1489	15625824	Kornilova	596	Spain	Male	30	6	121345.88000	4	1	0	41921.75000	1
1701	1702	15605279	Francis	792	France	Male	50	9	0.00000	4	1	1	194700.81000	1
1876	1877	15664754	Steele	640	Germany	Male	39	9	131607.28000	4	0	1	6981.43000	1
2124	2125	15603851	Galkin	704	France	Male	32	7	127785.17000	4	0	0	184464.70000	1
2196	2197	15791700	Ugochukwutubelum	773	Germany	Male	47	2	118079.47000	4	1	1	143007.49000	1
2285	2286	15783615	Ramos	630	Germany	Male	50	3	129370.91000	4	1	1	47775.34000	1
2462	2463	15704442	Fleming	672	France	Female	53	9	169406.33000	4	1	1	147311.47000	1
2499	2500	15634974	Seppelt	614	France	Female	37	8	75150.34000	4	0	1	131766.67000	1
2509	2510	15689341	Gibbs	655	France	Female	50	10	0.00000	4	1	0	179267.94000	1
2541	2542	15679770	Smith	611	France	Female	61	3	131583.59000	4	0	1	66238.23000	1
2614	2615	15640846	Chibueze	546	Germany	Female	58	3	106458.31000	4	1	0	128881.87000	1
2617	2618	15602735	Kuo	692	Germany	Male	45	6	152296.83000	4	0	1	108040.86000	1
2872	2873	15671591	Castiglione	439	Spain	Male	52	3	96196.24000	4	1	0	198874.52000	1
3152	3153	15724161	Sutton	644	France	Female	40	9	137285.26000	4	1	0	77063.63000	1
3365	3366	15764431	Chinwenma	671	Spain	Female	34	5	130929.02000	4	1	1	28238.25000	1
3841	3842	15750778	Ponomarev	653	France	Female	60	2	120731.39000	4	1	1	138160.11000	1
4013	4014	15653776	Salier	720	Germany	Female	57	1	162082.31000	4	0	0	27145.73000	1
4014	4015	15597914	Evdokimov	641	Germany	Female	51	2	117306.69000	4	1	1	26912.72000	1
4166	4167	15654562	Ma	850	Spain	Female	45	5	174088.30000	4	1	0	5669.31000	1
4260	4261	15664555	Hughes	587	France	Male	40	2	0.00000	4	0	1	106174.70000	1
4403	4404	15616859	Bonwick	602	Germany	Female	43	2	113641.49000	4	1	0	115116.35000	1
4511	4512	15568006	Ukaegbunam	634	France	Female	45	2	0.00000	4	1	0	101039.53000	1
4516	4517	15812210	Yashina	497	Germany	Female	32	8	111537.23000	4	1	1	9497.99000	1
4606	4607	15784958	Allan	797	France	Female	55	10	0.00000	4	1	1	49418.87000	1
4654	4655	15593976	Swanson	578	Germany	Female	31	5	102088.68000	4	0	0	187866.21000	1
4748	4749	15759067	Bromby	537	Germany	Female	37	7	158411.95000	4	1	1	117690.58000	1
4822	4823	15805704	Murphy	745	France	Female	32	2	0.00000	4	0	1	179705.13000	1
5010	5011	15719508	Davis	575	Germany	Male	49	7	121205.15000	4	1	1	168080.53000	1
5137	5138	15601594	Ifeanacho	698	France	Female	51	6	144237.91000	4	1	0	157143.61000	1
5235	5236	15608528	Munro	645	France	Female	68	9	0.00000	4	1	1	176353.87000	1
5386	5387	15668283	Gardiner	642	France	Male	48	9	118317.27000	4	0	0	78702.98000	1
5700	5701	15812888	Perreault	447	France	Male	41	3	0.00000	4	1	1	197490.39000	1
5904	5905	15664270	Balsillie	692	Germany	Male	45	6	142084.04000	4	1	0	188305.85000	1
6150	6151	15625761	Maclean	632	Germany	Male	41	8	127205.32000	4	1	0	93874.87000	1
6172	6173	15656822	Day	568	Germany	Male	43	5	87612.64000	4	1	1	107155.40000	1
6279	6280	15608338	Chiemenam	757	Spain	Female	55	9	117294.12000	4	1	0	94187.47000	1

	NN with SMOTE, Adam & Dropout (Training)				NN with SMOTE, Adam & Dropout (Testing)
	precision	recall	f1-score	support	precision	recall	f1-score	support
0	0.82290	0.72645	0.77168	4778.00000	0.92840	0.70810	0.80342	1593.00000
1	0.75515	0.84366	0.79696	4778.00000	0.40764	0.78624	0.53691	407.00000
accuracy			0.78506	9556.00000			0.72400	2000.00000
macro avg	0.78903	0.78506	0.78432	9556.00000	0.66802	0.74717	0.67017	2000.00000
weighted avg	0.78903	0.78506	0.78432	9556.00000	0.82242	0.72400	0.74918	2000.00000